{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "dists = pd.read_pickle('/tf/primo/data/metadata/query_target_dists.pkl.gz')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def nn_recall_discrete(scores, distances, k=100, n_thresholds=500):\n",
    "    '''given scores (reads) and distance values, compute recall\n",
    "    and proportion retrieved for a variety of thresholds.\n",
    "    '''\n",
    "    # create log space of thresholds\n",
    "    thresholds = np.unique(np.logspace(0, np.log10(scores.max()), n_thresholds).astype(int))\n",
    "    \n",
    "    # retrieved[i, j] says whether item j's score cleared threshold i\n",
    "    retrieved = scores >= thresholds.reshape(-1,1)\n",
    "    \n",
    "    # p_retrieved[i] contains the proportion of items retrieved at threshold i\n",
    "    p_retrieved = retrieved.mean(1)\n",
    "    \n",
    "    # neighbors[i] is the index of the i-th nearest neighbor\n",
    "    neighbors = distances.argsort()[:k]\n",
    "    \n",
    "    # nn_recall[i] is the proportion of k-th nearest neighbors retrieved at threshold i\n",
    "    nn_recall = retrieved[:, neighbors].mean(1)\n",
    "    \n",
    "    return nn_recall, p_retrieved, thresholds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def analyze_counts(run_id):\n",
    "    run_path = '/tf/primo/data/sequencing/%s/' % run_id\n",
    "    \n",
    "    # load run metadata\n",
    "    run_meta = (\n",
    "        pd.read_csv(run_path + 'index.csv')\n",
    "        \n",
    "        # rename this to match with query-target distance data\n",
    "        .rename(columns={\"query_id\":\"QueryID\"})\n",
    "    )\n",
    "    # sequencing index is first column -- set dataframe index to everything else\n",
    "    run_meta = run_meta.set_index(list(run_meta.columns[1:]))\n",
    "    \n",
    "    # load reads\n",
    "    read_counts = pd.read_pickle(run_path + 'decoded.pkl.gz')\n",
    "    \n",
    "    # prepare reads for analysis by joining with distance data and transposing\n",
    "    data = (\n",
    "        run_meta\n",
    "        # join read counts to run metadata\n",
    "        .join(read_counts, on=\"sequencing_index\")\n",
    "        .drop(columns=\"sequencing_index\")\n",
    "\n",
    "        # transpose read counts from columns to rows\n",
    "        .groupby(run_meta.index.names)\n",
    "        .apply(\n",
    "            lambda grp: pd.DataFrame(\n",
    "                grp.values.flatten(), index=grp.columns.rename(\"ImageID\"), columns=[\"reads\"]\n",
    "            )\n",
    "        )\n",
    "\n",
    "        # join distance data to read counts\n",
    "        .join(\n",
    "            dists\n",
    "\n",
    "            # transpose columns to rows\n",
    "            .groupby(\"QueryID\")\n",
    "            .apply(\n",
    "                lambda grp: pd.DataFrame(\n",
    "                    grp.values.flatten(), index=grp.columns.rename(\"ImageID\"), columns=[\"EuclideanDistance\"]\n",
    "                )\n",
    "            ),\n",
    "\n",
    "            on=[\"QueryID\",\"ImageID\"]\n",
    "        )\n",
    "\n",
    "        # remove unused image IDs\n",
    "        .dropna()\n",
    "    )\n",
    "    \n",
    "    analysis = (\n",
    "        data\n",
    "        # group by all but image ID\n",
    "        .groupby(data.index.names[:-1])\n",
    "        # run analysis on each group\n",
    "        .apply(\n",
    "            lambda grp: \n",
    "                pd.DataFrame(\n",
    "                    np.column_stack(\n",
    "                        nn_recall_discrete(\n",
    "                            grp.reads.values,\n",
    "                            grp.EuclideanDistance.values,\n",
    "                            k=100,\n",
    "                            n_thresholds=500\n",
    "                        )\n",
    "                    ),\n",
    "                    columns=[\"recall\", \"prop_retrieved\", \"threshold\"]\n",
    "                )\n",
    "        )\n",
    "    )\n",
    "    \n",
    "    return {\"run_id\": run_id, \"run_meta\": run_meta, \"analysis\": analysis}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "run92 = analyze_counts(\"Run_92\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "run98 = analyze_counts(\"Run_98\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "run_101 = analyze_counts(\"Run_101\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "run_104 = analyze_counts(\"Run_104\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "run_105 = analyze_counts(\"Run_105\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "run_107 = analyze_counts(\"Run_107\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_baselines(nn_k, n_targets, plt_fn = lambda ax: ax.loglog):\n",
    "    def plot(ax):\n",
    "        ax_plot = plt_fn(ax)\n",
    "        unif = np.linspace(0,1,100)\n",
    "        ax_plot(unif, unif, alpha=0.2, ls='--', color='black', label='Chance')\n",
    "        ax_plot(unif, unif * nn_k/n_targets, alpha=0.2, ls='-.', color='black', label='Oracle')\n",
    "    return plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'Proportion Retrieved')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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6Sj+L3/3ud+Xn5FX69a9/3anfYHrf+94nSbrxxhv7fO0dd9yhlpYWScXn/LW2tiqfz5d/x/vvv3/V6+rq6tTQ0KDGxkbV19dLKoaFpZWTmUxGhxxyiCTpZz/72Sbr6Ol395e//EWvvfZa1Rqk2r+3gfxchgsCQgAAAAAAMKycccYZqq+v19VXX60//elP5fP5fF5f+tKXtH79+qrXlVbbPfPMM4Na36xZsxQEge66667yCjhJam1t1dlnn601a9YkVt8hhxyi2bNna/ny5brgggs63fp644036oYbbtCECRN05plndrpu/vz5MrPy7bRJ+Nd//Vc1Njbq3HPP1Q033NCtva2tTdddd51WrlxZ3lSkFGquW7dOX/7yl1UoFMq7/N5xxx264YYb1NjYqFNPPVWZTKYcCErFIDCXy9XcaKTk/PPPl5npO9/5ju6+++5ObYVCQbfeemv5eJdddpFUDFYr/3f08ssv6+yzz646/pQpU5TL5bRs2bKqIe2cOXO022676eqrr9a3v/3t8gYqJe6u++67T/fdd1/N75A2bjEGAAAAAADDysyZM3XppZfqc5/7nI466ii9973v1TbbbKPFixfrjTfe0CmnnKKrr76623XHHnusFi1apMMPP1yHHnqoxo8frylTpuiSSy5JtL6tttpKn/jEJ/Tzn/9ce+65pw477DA1Njbq3nvvVRiGOv3003XVVVclUp+Z6eqrr9ahhx6q7373u7rxxhu111576cUXX9R9992nbDarK664QlOnTu10Xem5eNV2Pu6vWbNm6be//a0++tGPas6cOZo1a5be/va3a/z48Xr55Zf18MMPa/369XrggQfKG3yUArVTTjlFN9xwg+655x7tu+++evnll/V///d/cnctWLBAs2bN6vfzFA8++GB9//vf13nnnafDDjtM73rXu7Tzzjtr9erVeuyxx9TW1lZevXjsscdq991310MPPaRZs2bpwAMPVGtrq+6++27ttddeOuCAA/TXv/610/h1dXU6+uijtXDhQu2555565zvfqbq6Oh144IE644wzlM1mddNNN+moo47SBRdcoB//+MfaY489tNVWW2n16tV69NFH9frrr+sHP/iBDjzwwAH8BgYPKwgBAAAAAMCw89nPflY33nij9tlnH/3tb3/TH//4R+25555avHixZs2aVfWaL3zhC/rGN76hCRMm6Prrr9cVV1yh//3f/x2U+i6//HJdeumlmjlzpv785z/r3nvv1RFHHKGHHnqo5o69/a1v9uzZevjhh/WpT31K69at03XXXadnnnlGxx9/vO677z6ddNJJ3a557LHHJEmnnnrqwL5oF8cdd5wee+wxnXPOOZKkO++8U3/4wx/0+uuv65hjjtG1116r2bNnl/uXVjzOmjVL999/v/bYYw/98Y9/1EMPPaT99ttPCxcu1FlnnTXgzVbOPfdcLVq0SB/+8If14osv6rrrrtMTTzyh2bNn69JLLy33q6ur07333qtzzjlHDQ0NuuWWW/TUU0/p85//vO68886ageovfvELffzjH1dzc7N+85vf6IorrtCiRYvK7TvvvLMeeeQRXXTRRdpuu+20ePFi3XDDDXr22Wf1jne8Qz/5yU/0sY99bEDfcTDZUOyog4EzsyW77bbbbkuWLEm7FAAAAAAA+iyKovKttbvuuqsGshHn/Pnz9a1vfUtXXnllorfQjhZRFKmpqUnvete7aj4PsS8qNxWJokhRFJWDPzPTuHHjul2zcePG8urHT37yk7rwwgs1f/78AdcymvX1z8juu++uJ5988kl3332gc3OLMQAAAAAAwCjyyCOPqKWlRf/+7//er+t7CgRr9e0aZjU2NkpSeedhDG8EhMOYmU2SVNqfO1d6fgAAAAAAAEAte++9d81Ar5q+BIIlZqYgCAa0EhTDBwHh8DZP0oWlg+bm5hRLAQAAAABgZDr33HO1evXqXvWttrnIaFMKBCtDwb4EgplMRkEQDPi5gRg+eAbhMNZlBeEdb3vb23Z+6qmn0iwJAAAAAIB+SfIZhH01Y8YMrVixold9x0JO0tbWpkKh0GMfAsGhxzMIUZW7t0hqkSQzy7NsFwAAAACAvlu+fHnaJQypyhWCZqZstnP8UytfKAWBBIJjDwEhAAAAAADAKJLP55XP5yVJ2Wy2W0BY2jiEQBAlBIQAAAAAAAAjSF9WCIZh2O36IAg0btw4AkGUERACAAAAAAAMYz1tKhIEQdUVgpXPEHT3bmEg4SAqERACAAAAAAAMI33ZZbjUVhn4mZkaGxsJAdFrBIQAAAAAAAApKwWBmwoEK5WeHVgN4SD6goAQAAAAAABgiA0kEGRTESSNgBAAAAAAAGAItba2Vt08pKtSGEggiMFGQAgAAAAAAJCw0urAUshXqVbQRyCItBAQAgAAAAAAJKitrU2FQkGSlMvlugWEmUxGhUKh0+3CpZ2HgTRUf5IlhgUzm2RmM8xshqRcFEUpVwQAAAAAAKTiCsF8Pl/1VuHKjUOq/V0+k8lo3LhxamxsVF1dnbLZ7JCFgxs3btQFF1ygXXbZRQ0NDdp222115pln6uWXX+7XeG+88Ya++MUvavr06aqvr9f06dM1b948tbS0VO3/zDPP6Ac/+IFOPvlk7bTTTjIzmZmWL18+gG9V25IlS3TiiSdqyy23VGNjo2bPnq0FCxZU/b2MZawgHN7mSbqwdNDc3JxiKQAAAAAAjF2VG4qEYVjeVCSbzXZbIVgKCIMgqLrLcForBVtbW3XYYYdp8eLFmjp1qo477jgtX75cV155pW655RYtXrxYO+64Y6/HW716tfbff38999xz2nHHHXX88cdryZIluuyyy3Tbbbfp/vvv1+TJkztdc/nll+uyyy5L+qtVdf/99+vwww/Xxo0b9e53v1szZszQX/7yF33pS1/SX//6V11zzTWs2oyxgnB4WyBpZvxa2tTUlHI5AAAAAACMDaUVgm1tbdqwYYM2btyo9vZ2FQqFTjsO11pBWLlCcLi46KKLtHjxYu2///569tlndc011+hvf/ubLr30Uq1atUpnnnlmn8abN2+ennvuOZ1wwgn6/9m796Cor3zv9+9fQ9NcugWRi7hRFIMSScTbs7eOx3Ge7DkZK/OQq1MTTzIGPanaM5qoMVNJfB4nl5M8lZo9NURLJ2PtOmUuk0liRhN31JikMsdkWyboREZQTDBewKgYAQG7uTTQ/Tt/YPfQdhMbBJrL51VFyW+t31r97ZlhbD+s31oVFRVs27aNY8eO8eijj3LixAnWrl0bNObWW2/lySefZPv27VRWVjJ16tS+ensB2tvbeeCBB2hpaaGoqIiDBw+ybds2vvnmG+bNm8df/vIXXnvttX557aHICOcYbYk8wzDKp02bNq28vDzSpYiIiIiIiIj0mNfrpaKiAoCpU6eGXFkXSd2tEPw+vr0DrVbroF+J1tbWRlpaGo2NjZSUlDBz5syA/vz8fMrKyvjyyy+ZPXv2deerrq4mMzOT6Ohozp49S3p6ur/P7XYzfvx4Ll++zIULF0hLS+t2ntzcXCoqKjhz5gwTJ07s9fu71jvvvMPPf/5z8vPzOXLkSEBfSUkJs2fP5pZbbuHo0aN99po3qqc/I3l5eRw/fvy4aZp5N/rag+unUURERERERERkAIS7QrAri8WC1WrFZrMFrBAc7OEgwIEDB2hsbGTy5MlB4SDA4sWLAdi1a1dY83344Yd4vV4WLFgQEA4C2Gw2CgoK8Hg8fPDBBzdefC/s2bMH+Mf76mrWrFlkZ2dz7Nixftv7cKhRQCgiIiIiIiIiI0pLS8sNBYIDeahIXyktLQU6w7FQfO1lZWURma+vDfb6BhsdUiIiIiIiIiIiw47vUeGoqKigRzW7C/d8jwz7/hxqIeD3OXv2LACZmZkh+33tVVVVEZmvrw32+gYbBYQiIiIiIiIiMqy0trb6Dw+x2WxBAaHFYqG+qbUzCLT8IxAEAzyAx4T2joEv/DpGxfZ+5aLL5QIgPj4+ZH9CQgIATqczIvP1tcFe32CjgFBEREREREREhhyv14vX68VisXzvCkGPx0N0dGD80dIB8353YEDq7Eulz9xOYpw10mXIMKQ9CEVERERERERk0PN6vXR0dAQcKuJ2u+noCF7p17kasHOlYMgVd8Po0eFw2e12AJqbm0P2NzU1AeBwOCIyX18b7PUNNgoIRURERERERGTQ+b5AsOuhIl6vN2hsVFQUcXFx/kNFBCZMmADAuXPnQvb72rOysiIyX18b7PUNNnrEWEREREREREQizvfIsMfj8X9/PaEeL4bOR4y/b6++UbHRlD5z+w3VGwmjYnsf4+Tn5wNQUlISst/XPn369IjM19fy8/MpLS2lpKSEO+64I6g/0vUNNgoIRURERERERGTA3Ugg6DtpOFQ4GA7DMEbcXn7z588nMTGRU6dOceTIEWbMmBHQv337dgAKCgrCmm/RokVYLBb279/PpUuXSEtL8/e53W527dpFVFRUyHBuIPz0pz/l9ddfZ/v27axfvz6g7+9//zunT5/mlltuYeLEiRGpb7DRI8YiIiIiIiIiMqBaWloCHhnuLhy0WCxER0djs9n8jwzbbDaio6N7HQ6OVDExMTzyyCMArFy50r8HH0BRURFlZWUsXLiQ2bNnB4zbvHkzubm5rFu3LqA9IyODJUuW0NbWxooVKwL2gnziiSeoqanhwQcfDAgOe6uysvK6q0Kvdc899zBp0iRKS0t56aWX/O1NTU2sXLkSgMcff/yGaxsutIJQRERERERERPpce3s7TqeT0aNHhx3s9NUKQQlt/fr1fPLJJ3z++efk5OSwYMECqqqqOHjwIKmpqWzdujVoTG1tLRUVFVRXVwf1bdiwgeLiYnbs2EFubi5z5syhvLycY8eOkZOTQ1FRUdCYkpISVqxY4b+uqqoCOgM9m80GwMMPP8zDDz/sv8cXIF97GvX3sVqtvPHGG/z4xz9m7dq1bNu2jaysLPbv3091dTWLFy/moYceCnu+4U4/aSIiIiIiIiLSp44fP05ZWRlnzpwJWKnm4wv+tEJwYMXGxrJv3z5+85vfEB8fz86dO6mqqqKwsJCSkhKys7N7NF9KSgqHDh3i0Ucfpa2tjffee4/GxkZWrVrFoUOHSE5ODhpz5coVDh486P9qbW0F4MiRI/62aw8WKS0tBWDp0qU9qu8HP/gBf/vb37jvvvs4efIk77//PsnJyRQVFbFt27YerUgc7oyuJ//I4GUYRvm0adOmlZeXR7oUEREREREREdrb23G5XDgcjqCVXSdOnMDpdAIwbtw4MjIy8Hq9VFRUAJCTk6MVghK2VatWsWXLFk6cODGs9wzs+jMyderU6/585OXlcfz48eOmaebd6GvrEeNBzDCMJCDp6qU1nA1bRURERERERPpDR0cHTqfT/+Vb+TVp0qSglWIOhwOn00lMTEzIkEPhoPTEvn37WLZs2bAOByNNAeHgtgZ4xndRV1cXwVJERERERERkJOkuELyW0+kMCghTUlIYM2YMMTExA1GqDHNHjx6NdAnDngLCwW0D8OrV7z8eM2ZMTgRrERERERERkWHMFwi6XC6cTictLS3XHRMTExPy4Air1dofJYpIP1FAOIiZptkANAAYhtGu5dciIiIiIiLSVzo6OvxhYLiBoNVqxeFw+L98p86KyNCmgFBERERERERkBHG73Zw6dUqBoIj4KSAUERERERERGYY8Hg9NTU2MGjUqoN1qtXa7n6ACQZGRSQGhiIiIiIiIyDDi8Xg4ceIEzc3NAEyfPj1gT0CLxUJCQgIul8sfCNrtdhwOB7GxsZEqW0QiSAGhiIiIiIiIyBDk8XhwuVyMGjUKwzD87VFRUXR0dPivXS4Xo0ePDhibmZlJVFSUAkERARQQioiIiIiIiAwJvkDQd6iIb4Vgbm4uCQkJAfc6HA7q6uqIjo7G4/EEzXXt/SIysikgFBERERERERmEugsEr+V0OoMCv7Fjx5Kenk5cXNxAlCoiQ5wCQhEREREREZFBwBcI+kLB5uZmTNP83jHR0aH/Wa9Hh0WkJxQQioiIiIiIiESA1+sNWiEYTiDoO1DE4XBohaCI9AkFhCIiIiIiIiIDqKmpiW+//TasQDAqKsofBioQFJH+ooBQREREREREpB94vV7cbndQqBcVFUVTU1PIMb5A0LdKMD4+fiBKFZERzhLpAkRERERERESGE7fbTUVFBUeOHKGioiJolWBsbCxWqxXoDASTkpLIzMzk5ptvJj8/n8mTJ5Oenq5wUPpFS0sLTz/9NFOmTCE2NpZx48axfPlyzp8/36v56uvrWb16NVlZWdhsNrKyslizZg0NDQ0h76+oqOCll15iyZIlTJ48GcMwMAyDysrKG3hXwTweD++88w6//vWv+eEPf0hCQgKGYVBYWNinrzNcaAWhiIiIiIiISC94vV5aWlqCThCOjo6mqakJ0zTxeDy0tLQEhX1ZWVlYrVbi4uIwDGMgy5YRrLW1ldtuu43i4mIyMjK46667qKys5JVXXmH37t0UFxeTnZ0d9ny1tbXMmzePkydPkp2dzd133015eTkbN25k7969fPHFFyQnJweM+eMf/8jGjRv7+q0FcTqd/PznP+/31xkutIJQREREREREJAxerxen08mFCxf8KwS//vprOjo6Au6LioryB4JRUVG0tbUFzZWYmEh8fLzCQRlQL7zwAsXFxcybN48TJ06wbds2Dh48yO9//3tqampYvnx5j+Zbs2YNJ0+e5N5776WiooJt27Zx7NgxHn30UU6cOMHatWuDxtx66608+eSTbN++ncrKSqZOndpXby+A1WrlF7/4BRs3buTzzz/nlVde6ZfXGS6M622IKoODYRjl06ZNm1ZeXh7pUkREREREREYEr9dLU1MTTqcTl8uFy+UKeajI5MmTSUpKCmhzOp1YLBaFgF14vV4qKioAmDp1KhaL1iwNpLa2NtLS0mhsbKSkpISZM2cG9Ofn51NWVsaXX37J7NmzrztfdXU1mZmZREdHc/bsWdLT0/19breb8ePHc/nyZS5cuEBaWlq38+Tm5lJRUcGZM2eYOHFir9/f9bz99tssWbKEhx56iFdffbXfXudG9PRnJC8vj+PHjx83TTPvRl9bP40iIiIiIiIigGmaOJ1OqqurOXHiBEeOHOHEiRNUV1fjdDpDhoMWi4X29vagdofD4d/zTGQwOHDgAI2NjUyePDkoHARYvHgxALt27Qprvg8//BCv18uCBQsCwkEAm81GQUEBHo+HDz744MaLl36nPQhFRERERERkRDJN079C0Ol00tTUhNfr/d4xFovFf8Kw75RhhYAyFJSWlgIwa9askP2+9rKysj6bb+vWrWHPJ5GlgFBERERERERGlCuo3d8eAAAgAElEQVRXrnDx4kUFgiOZaUJrY6Sr6LnYROjl//7Onj0LQGZmZsh+X3tVVVVE5pPIUkAoIiIiIiIiw5JpmrS3txMTExPU7nQ6Q47pGgja7XY9JjxctTbCb7MiXUXPPVkFcUnXvy8El8sFEHSito/vNO7ufjb6ez6JLAWEIiIiIiIiMqw0Nzdz/vx5XC4XsbGx3HzzzQH9drvd/73FYiEhIcG/QlCBoIiMRAoIBzHDMJIA368GrNdb+i4iIiIiIjKSmKZJW1sbNpstoN0wDK5cuQJ0hoUej4eoqCh/f1RUFFlZWcTGxioQlBHDF4w3NzeH7G9qagI6D9iJxHwSWQoIB7c1wDO+i7q6ugiWIiIiIiIiElmmadLc3Ow/VMTlcmGxWMjPzw+4Ly4ujujoaDo6OjAMg5aWloBVgwApKSkDWboMNrGJnY/rDjWxib0eOmHCBADOnTsXst/XnpUV3qPXfT2fRJYCwsFtA/Dq1e8/HjNmTE4EaxERERERERlQoQLBa5+s8nq9tLS0EBcXF9A+YcIEoqOjSUhIwGKxDGTZMhQYRq/38huqfEF6SUlJyH5f+/Tp0yMyn0SWAsJBzDTNBqABwDCMdv2lJiIiIiIiw5lpmrS0tAQEgh6P53vHGIZBa2trUEA4evTo/ixVZMiZP38+iYmJnDp1iiNHjjBjxoyA/u3btwNQUFAQ1nyLFi3CYrGwf/9+Ll26RFpamr/P7Xaza9cuoqKiuOOOO/ruTUi/UeIkIiIiIiIiEeFbIfjdd99x8uRJSktL+eqrrzh37hyNjY0hw0HDMLDb7WRkZDBlyhRmzJihMFAkDDExMTzyyCMArFy50r9HIEBRURFlZWUsXLiQ2bNnB4zbvHkzubm5rFu3LqA9IyODJUuW0NbWxooVK+jo6PD3PfHEE9TU1PDggw8GBIe9VVlZiWEY2i+0H2kFoYiIiIiIiAyohoYGamtrw14heO0pw3q6SqR31q9fzyeffMLnn39OTk4OCxYsoKqqioMHD5KamsrWrVuDxtTW1lJRUUF1dXVQ34YNGyguLmbHjh3k5uYyZ84cysvLOXbsGDk5ORQVFQWNKSkpYcWKFf7rqqrOvSDvuece/4FDDz/8MA8//LD/Ht/WAtHRPYuxVqxY4X/U2Xeuw549e5g7d67/nuLi4h7NOVwpIBQREREREZF+YZomXq834ARh6Hz8sLGxMeSYroGg3W7HbrcrEBTpI7Gxsezbt48XX3yRN998k507d5KcnExhYSHPP/88mZmZPZovJSWFQ4cO8eyzz7Jz507ee+890tPTWbVqFc899xxJScH7PF65coWDBw8GtR85csT//aJFiwL6SktLAVi6dGmP6jt+/HjQa9XW1lJbW9ujeUYCwzTNSNcgYTAMo3zatGnTysvLI12KiIiIiIjI93I6nVy6dAmn00liYiKTJk0K6G9ubuarr74COgPB+Ph4/wpBBYLDl9frpaKiAoCpU6fqv2cJ26pVq9iyZQsnTpxg4sSJkS6n3/T0ZyQvL4/jx48fN00z70ZfWysIRUREREREpNc6OjqCHvvzeDw0NDQAnWHhteLi4sjIyNAKQREJy759+1i2bNmwDgcjTQGhiIiIiIiIhO3aU4ZtNhu5ubkB99jtdv/3HR0dtLW1ERMT428zDINx48YNWM0iMrQdPXo00iUMewoIRUREREREpFstLS24XC5/KNj1pFLoXC3o9XoDVgFGR0eTmZlJbGwsdrs9aA9CEREZXBQQioiIiIiIiF9ra6s/DAwVCF7LNE2am5sDVg0CpKen92eZIiLShxQQioiIiIiIjGA9DQSBoENFtEJQRGRoU0AoIiIiIiIywtTX11NfX69AUEREAAWEIiIiIiIiw5ppmhiGEdDmdDqpr6/vdowvELTb7TgcDgWCIiLDnAJCERERERGRYebKlSvU1dXhdDpJSUkJOjHY4XBQU1Pjv46LiwtYIRgdrX8qioiMJPp/fRERERERkSHs2hOEAZqbm7l8+TLQuVrwWna7nbS0NAWCIiICKCAUEREREREZUtxud8ChIqNGjWLixIkB9zgcDv/3TU1NQSGi1Wpl/PjxA1WyiIgMcgoIRUREREREBjFfIOhyuXA6nbS1tQX0h1ohGB8fT1pamn8PwWtXGIqIiHSlgFBERERERGQQaWtrC1gheG0gGOr+trY2YmJi/G2GYWiFoIiIhE0BoYiIiIiISAT1NBAEiI2NDThUxGq1DkClIiIyXGmduYiIiIiIyACrr6+nsrKSo0ePcvToUSorK6mrq+s2HIyNjSU1NZXs7GymT59OXl4eEyZMYPTo0QoHRaRHWlpaePrpp5kyZQqxsbGMGzeO5cuXc/78+V7NV19fz+rVq8nKysJms5GVlcWaNWtoaGgIeX9FRQUvvfQSS5YsYfLkyRiGgWEYVFZW3sC7ClZVVcWmTZtYtGgRY8eOxWq1kpKSwqJFi3j//ff79LWGA60gFBERERERGWA1NTUh9w708a0Q9O0hqBBQRPpCa2srt912G8XFxWRkZHDXXXdRWVnJK6+8wu7duykuLiY7Ozvs+Wpra5k3bx4nT54kOzubu+++m/LycjZu3MjevXv54osvSE5ODhjzxz/+kY0bN/b1WwvywAMPcODAAWw2G3PnzmXs2LGcPn2ajz76iI8++ojHHnuMoqKifq9jqNAKQhERERERkT7W2NhIVVUVx44do66uLqi/6ynDADabjZSUFCZNmhSwQjA5OVnhoIj0mRdeeIHi4mLmzZvHiRMn2LZtGwcPHuT3v/89NTU1LF++vEfzrVmzhpMnT3LvvfdSUVHBtm3bOHbsGI8++ignTpxg7dq1QWNuvfVWnnzySbZv305lZSVTp07tq7cXIDMzk02bNlFTU8Onn37K22+/zaFDh9i9ezfR0dG89NJLfPzxx/3y2kORYZpmpGuQMBiGUT5t2rRp5eXlkS5FRERERESuo6qqitraWgBSUlLIysoK6G9ubqampsa/j6BCQBkJvF4vFRUVAEydOlWnaw+wtrY20tLSaGxspKSkhJkzZwb05+fnU1ZWxpdffsns2bOvO191dTWZmZlER0dz9uxZ0tPT/X1ut5vx48dz+fJlLly4QFpaWrfz5ObmUlFRwZkzZ5g4cWKv319P/Nu//Rv/8R//QWFhIa+88sqAvGY4evozkpeXx/Hjx4+bppl3o6+tn0YREREREZEeaG9v5/Lly1RVVVFeXk51dXXQPV1XCIZ6lDg+Pp6srCytEBSRAXPgwAEaGxuZPHlyUDgIsHjxYgB27doV1nwffvghXq+XBQsWBISD0LkquqCgAI/HwwcffHDjxfex/Px8AC5cuBDhSgYP7UEoIiIiIiLyPdrb23E6nbhcLpxOJ62trQH9TqeTjIyMgDaHw8GYMWP8KwRFRCKttLQUgFmzZoXs97WXlZX12Xxbt24Ne76BdPr0aQDGjh0b4UoGDwWEIiIiIiIiXbS3t/vDwFCB4LWampowTRPDMPxtVqt1wB6VE5GeM00TZ3v3BwUNVg6rI+D/a3ri7NmzQOfefKH42quqqiIy30BpaGjg9ddfB+Cuu+6KcDWDhwJCEREREREZ0To6OvxhYDiBIEBMTIx/daDD0ft/sItIZDjbncx/a36ky+ixA0sOMCpmVK/GulwuoHOLg1ASEhKA0NsiDMR8A+WXv/wlNTU1zJ07l3vuuSfS5QwaCghFRERERGTEqa+v9z823NLSct37uwaCdrsdm802AFWKiEhf+u1vf8u2bdtITk7mz3/+s36504UCQhERERERGXHOnTtHW1tbt/1WqzVghaACQREZ6ux2O9B5inooTU1NAGHvm9rX8/W3N954g3Xr1pGQkMCePXvIzs6OdEmDigLCfmAYRiEQ6pzs/26a5qcDW42IiIiIyMjT2NjIlStXcDqdZGVl+R9183E4HNTV1fmvFQiKjCwOq4MDSw5Euowec1h7H7ZNmDAB6PwFSSi+9qysrIjM1592797NsmXLsFqtvPvuu8ydOzfSJQ06Cgj71/8BeLpcH49UISIiIiIiI8nFixf9+2M5nc6ggDAxMRHTNBUIioxQhmH0ei+/oSo/Px+AkpKSkP2+9unTp0dkvv7y2Wef8bOf/QzTNHnzzTe5/fbbI1rPYKWAsH8dNE2zI9JFiIiIiIgMJx6Px3+giMvlYuzYsYwePTrgHofDERAQjh07NqB/9OjRQWNERIaz+fPnk5iYyKlTpzhy5AgzZswI6N++fTsABQUFYc23aNEiLBYL+/fv59KlS6Slpfn73G43u3btIioqijvuuKPv3kQPlZSUcOedd+J2u9m6dSv33XdfxGoZ7CyRLkBEREREROT7eDweGhsbOXfuHF999RVHjhzh1KlTXLp0iebm5pAnZCYmJjJ69GgmTJjA+PHjI1C1iMjgEhMTwyOPPALAypUr/XsEAhQVFVFWVsbChQuZPXt2wLjNmzeTm5vLunXrAtozMjJYsmQJbW1trFixgo6Of6yPeuKJJ6ipqeHBBx8MCA57q7KyEsMwenSoSEVFBYsWLeLKlSts3LiRwsLCG65jOBvSKwgNw5gN/J/AP1/9+icA0zS/938xhmHEAeuA+4EJwGXgQ+A3pmme78MSzxuGMYbOR4v/H9M0t/fh3CIiIiIiw5LH48HlcvlXCXa3Ab5PqIAwISFBG9CLiFxj/fr1fPLJJ3z++efk5OSwYMECqqqqOHjwIKmpqWzdujVoTG1tLRUVFVRXVwf1bdiwgeLiYnbs2EFubi5z5syhvLycY8eOkZOTQ1FRUdCYkpISVqxY4b+uqqoC4J577vFv9/Dwww/z8MMP++/xer0AREeHH2Pdf//91NTUkJqayuHDh0MGhLm5uTz11FNhzzmcDemAEPgNcFdPBhiGEQv8f8BcoBr4T2AisAz4H4ZhzDVN8/QN1lUN/C/gIBAH/N/AXwzDuNs0zf+8wblFRERERIaVngaC0PmPxK6HioiIyPXFxsayb98+XnzxRd5880127txJcnIyhYWFPP/882RmZvZovpSUFA4dOsSzzz7Lzp07ee+990hPT2fVqlU899xzJCUlBY25cuUKBw8eDGo/cuSI//tFixYF9JWWlgKwdOnSsGurr68HoKamhtdeey3kPQsXLlRAeJVhmmaka+g1wzCeBBKAv139qgRs37eC0DCMF+gM774AbjdN03W1fS3we+Az0zR/1OX+JGBsiKm6ajZN8+x1at0PxJim+S/Xmau78eXTpk2bVl5e3pvhIiIiIiKDhmma/hOGXS5XwGNu3ekaCNrtduLi4gagUhHpS16vl4qKCgCmTp2KxaJdzyQ8q1atYsuWLZw4cYKJEydGupx+09Ofkby8PI4fP37cNM28G33tIb2C0DTN33a9vt6z6IZhxACPXL1c6QsHr85VZBjGQ8BCwzBmm6Z5+GrX/cAfr1PKZ8CPrnPPfwL/+zr3iIiIiIgMe6ZpcurUKb5vsUJ0dDR2u90fCioQFBEZufbt28eyZcuGdTgYaUM6IOyF+UAicMo0zb+H6N8OTAcKgMMApmluAbYMWIUiIiIiIsOAb4Wg0+nkpptuCtg3ymKxEB8fH7ByUIGgiIh05+jRo5EuYdgbaQFh/tU/S7rp97VP78sXNTqXNt4DhAolr723u2eIJ/dlTSIiIiIi/amyspL29nag8xCR0aNHB/QnJSVhtVoVCIqIiAwCIy0gnHD1z3Pd9Pvas27kRQzD2A4cAsoAG/AwMA+480bmFREREREZDLxer/9QEZfLxfjx44mPjw+4x+FwcPnyZSB0QDh27PW2+RYREZGBMtICQvvVP7s7Fs33jMONHoN2gs5Q0Hf8z9+B/2Ga5gfXG9jdxpJXVxZOu8G6RERERER6zOv10tTU5H9kuKmpKWD/QKfTGRQQJiYm4vF4cDgcJCYmDnTJIiIi0gMjLSAcEKZp/k/gf0a6DhERERGR3rheIHgtp9NJenp6QFtycjLJycn9XaqIiIj0gZEWEPpOLY7vpj/h6p/OAahFRERERGRQ6GkgCBAVFRVwqIiIiIgMXSMtIDx79c/Mbvp97VUDUIuIiIiISESYphmwh6DL5bpuIGixWHA4HP5QMD4+ns6z+ERERGSoG2kBYenVP2d10+9rLxuAWq7LMIwkIOnqpdXr9UayHBEREREZJlpbWzlx4sT33mOxWAJWCCoQFBERGb5GWkB4AGgEJhuGMcM0zSPX9C+++ueugS2rW2uAZ3wXdXV1ESxFRERERIYK0zT9jww3NzczefLkgP64uDiio6Pp6OjwtykQFBERGblGVEBommabYRibgf8F/MEwjNtN02wCMAxjLTAd+Mw0zcORrLOLDcCrV7//eMyYMTkRrEVEREREhgiv10tFRYX/uqWlhbi4uIB7EhMTaW9vVyAoIiIiQzsgNAzjp8BvujTFXG0v7tL2vGmae7pcvwD8GPgB8I1hGPuBLOBfgBpgeb8W3QOmaTYADQCGYbRbLJYIVyQiIiIig4FvhaBvH8Hs7GyioqL8/VFRUcTHx9Pc3Ax0njJ8bUA4ceLEgSxZREREBrEhHRACqXQGe9f6l2vu8TNNs9UwjP8OrAP+L+Bu4DKdK/V+Y5rmuf4pVURERESkd0zTpLm52X/KsMvlouv+1E6nk6SkpIAxiYmJREVF6ZRhERERua4hHRCapvkq/3gEtyfjWoCnr36JiIiIiAwq1wsErxUqIBw3blx/lykiIiLDhJ5ZFRERERGJMN8jwxcvXuSbb77hyJEjfP3115w/f54rV66EDAcNw8DhcDBu3DjGjBkTgapFRGQoamlp4emnn2bKlCnExsYybtw4li9fzvnz53s1X319PatXryYrKwubzUZWVhZr1qyhoaEh5P2FhYUYhtHt15YtW27k7QUpLy/nZz/7GampqcTFxXHrrbeyYcOG7/3F20g0pFcQDneGYSQBvl8FW/U/XhEREZHhoesKQd8+gtf7rGcYhv+UYbvdTkJCAtqjWkREeqK1tZXbbruN4uJiMjIyuOuuu6isrOSVV15h9+7dFBcXk52dHfZ8tbW1zJs3j5MnT5Kdnc3dd99NeXk5GzduZO/evXzxxRckJyeHHPuTn/yEsWPHBrVPnTq11+/vWl988QX/+q//SktLC//8z//MxIkT+a//+i8ee+wxPv/8c7Zt26YDuq5SQDi4rQGe8V3U1dVFsBQRERER6SuNjY2cOnXqe+8xDIOEhAT/HoIKBEVE5Ea98MILFBcXM2/ePD7++GPsdjsARUVFPP744yxfvpxPP/007PnWrFnDyZMnuffee9m2bRvR0Z0x06pVq9i0aRNr167l1VdfDTn2qaee4kc/+tENvqPutbe388ADD9DS0kJRURGPPfYYAC6Xi9tvv52//OUv3HHHHRQWFvZbDUOJPmEMbhuASVe/vtGjIyIiIiJDg2+F4Hfffce5c8Fn4Pn+QdaVb4VgRkYGU6ZMYcaMGUydOpVx48bhcDgUDoqIyA1pa2tj8+bNAPzhD38I+Lto7dq1TJ8+nc8++4zDhw+HNV91dTVvvfUWMTExvPzyy/5wEOB3v/sdqampvPHGG1y6dKlv30iY3nvvPc6cOUN+fr4/HITOv4N9/zn8/ve/j0htg5E+ZQxipmk2mKZZaZpmJdCuD4UiIiIiQ0NLSwtfffUV586d49KlS3g8noD+6OhoEhISFAiKiMiAOXDgAI2NjUyePJmZM2cG9S9evBiAXbt2hTXfhx9+iNfrZcGCBaSnpwf02Ww2CgoK8Hg8fPDBBzdefC/s2bMH+Mf76mrWrFlkZ2dz7NgxKisrB7iywUmPGIuIiIiI9EJzczMul4umpiYmTZoU0BcfH09UVBQejwfTNHG5XCQmJgbck5ubO5DliojICFdaWgp0hmOh+NrLysr6bL6tW7d2O9+7777Ljh078Hg8TJo0iYKCgj79uzGc+k6fPk1ZWRkTJ07ss9cdqhQQioiIiIiEoaWlBafT6f/quiowIyOD2NjYgPtHjRpFW1sbDocDm8020OWKiMj3ME0Tr9MZ6TJ6zOJw9PpQjbNnzwKQmZkZst/XXlVVNSDzbdq0KeD6ySef5Fe/+hUbN24MeFy5t/r6/Q53CghFRERERELoGgi6XC46Ojq6vdfpdAYFhD05BVJERAaW1+nkxD//S6TL6LEphw4SNWpUr8a6XC6gc5V7KAkJCUDn32n9Od/MmTOZN28et912G5mZmVy8eJG9e/eyfv16Xn75ZWJiYnjppZfCqqE/6hupFBAOYoZhJAFJVy+tXq83kuWIiIiIDGs9CQSh81CR+Ph4/wnDIiIicn2rV68OuJ40aRIrVqxg4cKFzJo1i82bN7N27VrGjx8foQpHJgWEg9sa4BnfRV1dXQRLERERERlefIGgy+XC6XReNxAE/AeLOBwO7HY7UVFRA1CpiIjIjfOdWtzc3Byyv6mpCQCHwxGR+fLy8rjzzjvZvn07f/3rXyksLAxr3PfVV19f32f1DXcKCAe3DcCrV7//eMyYMTkRrEVERERk2Lh06RLffvvtde/zrRBUICgiMrxYHA6mHDoY6TJ6zHIDYdaECRMAOHfuXMh+X3tWVlZE5gPIyemMPaqrq8Me050JEyZQX1/PuXPnmD59ep/UN5wpIBzETNNsABoADMNot1gsEa5IREREZOhobW3F6XRimiZpaWkBfb5VD9dSICgiMjIYhtHrvfyGqvz8fABKSkpC9vvaQ4VpAzEfQH19PUCfbN2Rn59PaWkpJSUl3HHHHX1S33CmxElEREREhp2GhgbKy8s5e/YsFy9eDOqPi4sjKiqK+Ph40tPTuemmm5gxYwY333wzmZmZJCYmKhwUEZFhZf78+SQmJnLq1CmOHDkS1L99+3YACgoKwppv0aJFWCwW9u/fz6VLlwL63G43u3btIioqKmQ4F4rb7WbPnj0AzJo1K6wx3+enP/0p8I/31dXf//53Tp8+zS233MLEiRNv+LWGAwWEIiIiIjIktba2Ultby4ULF4L6uq4QbG9vx+12B/QbhsH06dMVCIqIyIgRExPDI488AsDKlSv9e/ABFBUVUVZWxsKFC5k9e3bAuM2bN5Obm8u6desC2jMyMliyZAltbW2sWLEiYC/fJ554gpqaGh588MGAVfxff/01f/rTn4L+Xq6pqeH+++/n22+/JT8/n/nz5wf0V1ZWYhgGhmGE/X7vueceJk2aRGlpacCpyE1NTaxcuRKAxx9/POz5hjs9YiwiIiIiQ4Lb7fafMux0Omlvbwc6w76xY8fSdTuW6Oho4uLigM7Nx0P9g0Lbt4iIyEizfv16PvnkEz7//HNycnJYsGABVVVVHDx4kNTUVLZu3Ro0pra2loqKipD7Am7YsIHi4mJ27NhBbm4uc+bMoby8nGPHjpGTk0NRUVHA/RcvXmTp0qWsXr2aOXPmkJqayoULFzh8+DBOp5PMzEzeeeedoL+3vV4v0Pn3e7isVitvvPEGP/7xj1m7di3btm0jKyuL/fv3U11dzeLFi3nooYfCnm+406ciERERERmU3G43tbW1nDlzhrKyMo4dO0ZVVRWXL1/2h4MApmnicrmCxt98881MmzaN8ePHExMTM5Cli4iIDEqxsbHs27eP3/zmN8THx7Nz506qqqooLCykpKSE7OzsHs2XkpLCoUOHePTRR2lra+O9996jsbGRVatWcejQIZKTkwPunzJlCmvWrGHq1KkcPXqUv/zlL3z55Zfk5OTwzDPPUFZWxpQpU4Jep7S0FIClS5f2qL4f/OAH/O1vf+O+++7j5MmTvP/++yQnJ1NUVMS2bdt6tCJxuDNM04x0DRIGwzDKp02bNq28vDzSpYiIiIj0i64rBF0uF21tbdcdExcXh8PhICUlxb9iUEREBiev10tFRQUAU6dO1UpuCduqVavYsmULJ06cGNZ7Bvb0ZyQvL4/jx48fN00z70ZfW48YD2KGYSQBSVcvrb4ltSIiIiLDgdvtxuVy+UPBcANBu93uP2m4J48aiYiIyNC0b98+li1bNqzDwUjTJ6rBbQ3wjO+irq4ugqWIiIiI9J1z587x3XffXfe+2NhYfxioQFBERGRkOnr0aKRLGPb0CWtw2wC8evX7j8eMGZMTwVpEREREeqStrQ2n00lUVBRJSUkBffHx8SHHdA0E7XY7Vqt1IEoVERERGdEUEA5ipmk2AA0AhmG0a38GERERGSouXbrEt99+C3SeInxtQOhwOIB/BIK+x4YVCIqIiIgMPAWEIiIiItIrvhWCpmmSkpIS0Nd1haDL5cLr9QZstG21Wpk+fboCQREREZFBQAGhiIiIiISlvb3df6CI0+nE7XYDEBMTExQQJiQkYLFYsFqtOByOoIAQUDgoIiIiMkgoIBQRERGRkLoLBK/V1tZGW1sbMTEx/jbDMLj11lt1qIiIiIjIEKBPbCIiIiICBAaCLpeL1tbW646x2Ww4HA5M0wzqUzgoIiIiMjToU5uIiIjICNXe3o7L5fKHguEGgr4DRRwOR8CqQREREREZmhQQioiIiIxAlZWV1NXVXfe+mJgYfxioQFBERERkeFJAKCIiIjJMdXR04HQ6iYmJISEhIaDPZrOFHKNAUERERGTkUUA4iBmGkQQkXb20er3eSJYjIiIiQ8j58+e5ePEiACkpKUEBocPhAAIDQbvd3m1wKCIiIiLDlwLCwW0N8IzvIpzHgERERGTk6OjowOVyYbFYGDVqVEBfbGys/3un0xk0NiEhgVtuuUWBoIiIiIhgiXQB8r02AJOufn0zZsyYCJcjIiIikdTR0UFDQwPffvstx48fp7S0lFOnTvHdd98F3etbIWi1WklISAg6ZdgwDIWDIiIiI1BLSwtPP/00U6ZMITY2lnHjxrF8+XLOnz/fq/nq6+tZvXo1WVlZ2Gw2srKyWLNmDQ0NDSHvLywsxDCMbr+2bNlyI2/Pz+Px8M477/+DpiEAACAASURBVPDrX/+aH/7whyQkJGAYBoWFhX0y/3CjFYSDmGmaDUADgGEY7RaL8lwREZGRxLdC0HfKcEtLS8j7XC4XpmliGIa/LSYmRisERUREJEBrayu33XYbxcXFZGRkcNddd1FZWckrr7zC7t27KS4uJjs7O+z5amtrmTdvHidPniQ7O5u7776b8vJyNm7cyN69e/niiy9ITk4OOfYnP/kJY8eODWqfOnVqr99fV06nk5///Od9MtdIoIBQREREZJDweDz+MNDlctHc3HzdMVarFYfDgcfjITo68KOdwkERERHp6oUXXqC4uJh58+bx8ccfY7fbASgqKuLxxx9n+fLlfPrpp2HPt2bNGk6ePMm9997Ltm3b/J9FVq1axaZNm1i7di2vvvpqyLFPPfUUP/rRj27wHXXParXyi1/8gjlz5vDf/tt/o6KigmXLlvXb6w11CghFREREIsTj8QSsEAw3ELTb7f6DRbruNSgiIiLSnba2NjZv3gzAH/7wB384CLB27Vpee+01PvvsMw4fPszs2bOvO191dTVvvfUWMTExvPzyywG/qPzd737H22+/zRtvvMG///u/k5aW1vdv6DoSEhJ4/fXX/ddVVVUDXsNQomdWRURERCLg5MmTHDlyhJMnT/Ldd991Gw5GR0czevRoJkyYQF5eHtOnTyc7O5vU1FSFgyIiIhK2AwcO0NjYyOTJk5k5c2ZQ/+LFiwHYtWtXWPN9+OGHeL1eFixYQHp6ekCfzWajoKAAj8fDBx98cOPFS7/TCkIRERGRfuJbIRgXF0dMTExAX1RUVMgx0dHR/tWBWiEoIiIifaW0tBSAWbNmhez3tZeVlfXZfFu3bu12vnfffZcdO3bg8XiYNGkSBQUF5ObmhvXa0vcUEIqIiIj0g6qqKmprawHIzMwM+s26w+Hg8uXLAYGg3W4nLi4uEuWKiIiMKKZp0tbSEekyeiwmLjrgULKeOHv2LND5uSQUX3u4j+Le6HybNm0KuH7yySf51a9+xcaNG4P2VZb+p//ERURERHrJ4/HQ1NSE1WoNCvasVqv/e6fTGRQQJiUlkZCQoEBQREQkAtpaOvh/1+6PdBk99nDRAmzx1uvfGILL5QIgPj4+ZH9CQgLQ+bmlP+ebOXMm8+bN47bbbiMzM5OLFy+yd+9e1q9fz8svv0xMTAwvvfRSWDVI31FAKCIiIhImr9cbdKiIaZqkpqYyYcKEgHt9G39HR0eH/C14d+0iIiIiw9nq1asDridNmsSKFStYuHAhs2bNYvPmzaxdu5bx48dHqMKRSZ9KRURERLrRXSB4rVC/abfb7UybNk0rBEVERGRQ8P3ysruD0ZqamoDObVAiMV9eXh533nkn27dv569//SuFhYVhjZO+oYBQRERE5CpfIOgLBZuamkIGgl1FRUURGxuLaZoBewJZLBaFgyIiIoNUTFw0DxctiHQZPRYT1/sYx/e0w7lz50L2+9qzsrIiMh9ATk4OANXV1WGPkb6hgHAQMwwjCUi6emn1er2RLEdERGTY8Xq9NDU1+VcIhhsI2u12/8EicXFxvd4sXERERCLDMIxe7+U3VOXn5wNQUlISst/XPn369IjMB1BfXw/8Y/9CGTgKCAe3NcAzvou6uroIliIiIjJ8mKbJN998g8vlUiAoIiIiI8L8+fNJTEzk1KlTHDlyhBkzZgT0b9++HYCCgoKw5lu0aBEWi4X9+/dz6dIl0tLS/H1ut5tdu3YRFRXFHXfcEdZ8brebPXv2ADBr1qywxkjfsUS6APleG4BJV7++GTNmTITLERERGVq8Xi9OpxOPxxPQbhgGXq83ZDgYFRVFYmIimZmZ3HzzzeTn53PTTTeRnp5OfHy8wkEREREZkmJiYnjkkUcAWLlypX+PQICioiLKyspYuHAhs2fPDhi3efNmcnNzWbduXUB7RkYGS5Ysoa2tjRUrVtDR0eHve+KJJ6ipqeHBBx8MCA6//vpr/vSnP+F2uwPmqqmp4f777+fbb78lPz+f+fPnB/RXVlZiGIY+h/UjrSAcxEzTbAAaAAzDaLdYlOeKiIiE6/Tp0zQ0NGCaJpMnTyYpKSmg3+Fw0NTUhMVi8a8OtNvtCgFFRERk2Fq/fj2ffPIJn3/+OTk5OSxYsICqqioOHjxIamoqW7duDRpTW1tLRUVFyH0BN2zYQHFxMTt27CA3N5c5c+ZQXl7OsWPHyMnJoaioKOD+ixcvsnTpUlavXs2cOXNITU3lwoULHD58GKfTSWZmJu+8807QZzHflmvR0T2LsVasWOF/1Nn3VOaePXuYO3eu/57i4uIezTlcKSAUERGRIcs0TZqamrDZbFitwfsI+VYIOp3OoIAwJSWFpKQkBYIiIiIyYsTGxrJv3z5efPFF3nzzTXbu3ElycjKFhYU8//zzZGZm9mi+lJQUDh06xLPPPsvOnTt57733SE9PZ9WqVTz33HNBn7+mTJnCmjVrKC4u5ujRo9TV1WGz2ZgyZQoFBQWsXr2a0aNHB71OaWkpAEuXLu1RfcePH+fgwYMBbbW1tdTW1vZonpHAuN6+OzI4GIZRPm3atGnl5eWRLkVERCRifIFg10NFvF4vmZmZpKenB9xbU1PD2bNnsVgsjBkzxn/SnoiIiESG1+uloqICgKlTp6Kn5CRcq1atYsuWLZw4cYKJEydGupx+09Ofkby8PI4fP37cNM28G31trSAUERGRQau7QPBaLpcrKCD0rQ7UCkERERGRoW3fvn0sW7ZsWIeDkaaAUERERAYNXyDocrlwOp24XK6QgWBXFoslZABotVpDPnYsIiIiIkPL0aNHI13CsKeAUERERCLGNE2am5v9KwTDDQQTEhL8B4skJCRohaCIiIiIyA1QQCgiIiIDrqOjgzNnzoQVCBqGgd1uVyAoIiIiItJPFBCKiIhIv/GtEExISAhoj46Oprm5OWQ4eG0gGB8fr03MRURERET6kQJCERER6XOmaXLq1ClcLhcej4dp06YRFxcXcI/dbqehocEfCPpCwYSEBAWCIiIiIiIDSAGhiIiI9JppmrS0tBAbGxsQ6hmGQXt7Ox6PB+g8ZfjagHDs2LGkpaUpEBQRERERiTAFhCIiIhI2XyDY9VARj8fDTTfdRGJiYsC9DoeD5uZmf1h4rWsfOxYRERERkchQQCgiIiLd6i4QvJbT6QwKCFNSUhg1ahR2u10rBEVEREREBjEFhCIiIhKgubkZl8vlDwVDBYJdGYYR8p7Y2FhiY2P7q0wREREREekjCggHMcMwkoCkq5fWUCc9ioiI3KiuKwTDDQTj4+P9pwxrhaCIiIiIyNCmgHBwWwM847uoq6uLYCkiIjKcuN1uzp07h8vloqOj43vvVSAoIiIiIjK8KSAc3DYAr179/uMxY8bkRLAWEREZotxuNzabLaAtKiqKhoaGkPdfGwgmJCQQFRU1EKWKiIiIiEgEKCAcxEzTbAAaAAzDaNdqDRERCVdHRwdnz571PzI8Y8aMgFV/0dHRxMXF0dLSAnSeKGy32/0rBBUIioiIiIiMHEqcREREhrjW1tagtqioKK5cuUJHRwemaeJyuYLuGTduHDfddBMzZswgNzeXzMxMEhMTFQ6KiIiIDGMtLS08/fTTTJkyhdjYWMaNG8fy5cs5f/58r+arr69n9erVZGVlYbPZyMrKYs2aNd0+rVJYWIhhGN1+bdmy5Ubenl9VVRWbNm1i0aJFjB07FqvVSkpKCosWLeL999/vk9cYTrSCUEREZIhpbW0NOFSko6ODvLy8gBODDcPAbrfT2NjoHzNq1KiAeZKSkhARERGRkaO1tZXbbruN4uJiMjIyuOuuu6isrOSVV15h9+7dFBcXk52dHfZ8tbW1zJs3j5MnT5Kdnc3dd99NeXk5GzduZO/evXzxxRckJyeHHPuTn/yEsWPHBrVPnTq11++vqwceeIADBw5gs9mYO3cuY8eO5fTp03z00Ud89NFHPPbYYxQVFfXJaw0HCghFREQGua6BoMvlor29Pegep9MZEBACpKenk5KSgsPh0KpAEREREeGFF16guLiYefPm8fHHH2O32wEoKiri8ccfZ/ny5Xz66adhz7dmzRpOnjzJvffey7Zt24iO7oyZVq1axaZNm1i7di2vvvpqyLFPPfUUP/rRj27wHXUvMzOTTZs28dBDD+FwOPzte/bs4e677+all15i0aJF3H777f1Ww1CiR4xFREQGmdbWVmprazlz5gxlZWWUl5dz9uxZ6uvrQ4aD0HkQybUcDgdJSUkKB0VERESEtrY2Nm/eDMAf/vAHfzgIsHbtWqZPn85nn33G4cOHw5qvurqat956i5iYGF5++WV/OAjwu9/9jtTUVN544w0uXbrUt28kTG+//TaPPPJIQDgI8NOf/pTly5cD8NZbb0WitEFJAaGIiEiEud3uoECwqqqKy5cvdxsIxsXFkZaWxuTJk8nPzyczM3OAqxYRERGRoeTAgQM0NjYyefJkZs6cGdS/ePFiAHbt2hXWfB9++CFer5cFCxaQnp4e0Gez2SgoKMDj8fDBBx/cePF9LD8/H4ALFy5EuJLBQ48Yi4iIREBLSwsXL17E6XR2GwJ2FRcXh8Ph8J8y3PU3tCIiIiIi11NaWgrArFmzQvb72svKyvpsvq1bt3Y737vvvsuOHTvweDxMmjSJgoICcnNzw3rtG3X69GmAkHsgjlT614WIiEg/6+joCAr0vF4vly9f7naMAkERERGR/mOaJu7mpkiX0WO2+AQMw+jV2LNnzwJ0++SJr72qqmpA5tu0aVPA9ZNPPsmvfvUrNm7c2K+ffRsaGnj99dcBuOuuu/rtdYYa/WtDRESkH7jdbqqrq3E6nQDceuutAf3x8fFYLBa8Xi/QGQja7XZ/KKhAUERERKT/uJub+MPy+yNdRo+t3Po2sQn2698YgsvlAjo/h4aSkJAA4P/82l/zzZw5k3nz5nHbbbeRmZnJxYsX2bt3L+vXr+fll18mJiaGl156KawaeuOXv/wlNTU1zJ07l3vuuaffXmeo0b8+REREblB7eztWqzWgzWKxUFdX5792u93YbDb/tWEY/NM//RNWq1WBoIiIiIiMGKtXrw64njRpEitWrGDhwoXMmjWLzZs3s3btWsaPH9/nr/3b3/6Wbdu2kZyczJ///Oder8YcjnRIiYiISA+1tbVRV1dHZWUlR48e5ejRo/6VgD5Wq5XY2Fj/dXNzc9A8aWlpjB49WuGgiIiIiPQ736nFoT6XAjQ1dT5yfe2pvwM1X15eHnfeeScdHR389a9/DWtMT7zxxhusW7eOhIQE9uzZQ3Z2dp+/xlCmf5GIiIhcR1tbG06nE6fTicvlwu12B93T1NQU9OEnIyMD6PxQdO0KQxERERGJHFt8Aiu3vh3pMnrMFp/Q67ETJkwA4Ny5cyH7fe1ZWVkRmQ8gJycHgOrq6rDHhGP37t0sW7YMq9XKu+++y9y5c/t0/uFAAaGIiMg12tracLlc/lAwVCB4rebm5qCAMDk5ub9KFBEREZEbYBhGr/fyG6ry8/MBKCkpCdnva58+fXpE5gOor68H/rF/YV/47LPP+NnPfoZpmrz55pvcfvvtfTb3cKKAUERERrz29nZ/GBhuIGiz2fwHimiFoIiIiIgMdvPnzycxMZFTp05x5MgRZsyYEdC/fft2AAoKCsKab9GiRVgsFvbv38+lS5dIS0vz97ndbnbt2kVUVBR33HFHWPO53W727NkDwKxZs8Iacz0lJSXceeeduN1utm7dyn333dcn8w5H2oNQRERGpKamJqqqqjh27BhlZWWcOXOG2trabsNBm81GSkoKkyZN4tZbb+WWW24hKyuL5ORkhYMiIiIiMujFxMTwyCOPALBy5Ur/HoEARUVFlJWVsXDhQmbPnh0wbvPmzeTm5rJu3bqA9oyMDJYsWUJbWxsrVqygo6PD3/fEE09QU1PDgw8+GBAcfv311/zpT38K+sxdU1PD/fffz7fffkt+fj7z588P6K+srMQwjB4dKlJRUcGiRYu4cuUKGzdupLCwMOyxI5FWEIqIyLBnmmbQhwm3201tbW23Y3wrBO12Ow6Hg5iYmP4uU0RERESkX61fv55PPvmEzz//nJycHBYsWEBVVRUHDx4kNTWVrVu3Bo2pra2loqIi5L6AGzZsoLi4mB07dpCbm8ucOXMoLy/n2LFj5OTkUFRUFHD/xYsXWbp0KatXr2bOnDmkpqZy4cIFDh8+jNPpJDMzk3feeSfos7vvQMCeHO53//33U1NTQ2pqKocPHw4ZEObm5vLUU0+FPedwpoBQRESGpZaWFmpqanA6nVitVqZMmRLQ7zt1zScmJibgkWEFgiIiIiIy3MTGxrJv3z5efPFF3nzzTXbu3ElycjKFhYU8//zzZGZm9mi+lJQUDh06xLPPPsvOnTt57733SE9PZ9WqVTz33HMkJSUF3D9lyhTWrFlDcXExR48epa6uDpvNxpQpUygoKGD16tWMHj066HVKS0sBWLp0adi1+fYzrKmp4bXXXgt5z8KFCxUQXmWYphnpGiQMhmGUT5s2bVp5eXmkSxERGXS8Xi8WS+CuGS6Xi4qKCgAsFgszZswI+k3kuXPniPv/27v3+KjrO9/j70+uEzIDgSQgGgFFLoINCmJBamFdZX0UPbpdPLuPbY+1bE/XVrYo9qz1eK+6rnbLaouuPqRKdxcfe7Zsj62XregpUG+hLcrFsAZFgUYDSjTJTC4mYb7nj7k4k0zIdW6Z1/PxmMcvv9/3d/nMyOCPd76/77ekhEAQAAAgBYLBYPT+bNasWb3u34C+fOc739Ejjzyi/fv3a9q0aekuJ2kG+x2ZO3eu9u3bt885N3e416YHIQAg63R3d8dNKuKc01lnnRW3T2lpqfLy8hQMBhUMBtXa2tqr1+Bgf0MKAAAAIPW2bt2qr3/966M6HEw3AkIAQMaLDQQDgYDa29t77dPZ2RnXC9DMNHnyZBUWFsrr9aq4uDiVJQMAAAAYIXv37k13CaMeASEAION0d3crEAhEQ8FEgWBPgUBAEyZMiNt20kknJatEAAAAABg1CAgzmJmVSYqM6FkYmbUHAEaboQSChYWFcZOK0EMQAAAAAIaGgDCzXSfp9shKY2NjGksBgJEVCAT0ySefEAgCAAAAQJoREGa2ByRtDP+8pby8fEYaawGAEdXS0qIPP/ywz/ZIIOj1euXz+eTxeFJYHQAAAADkDgLCDOaca5LUJElm1sUU8ACySVtbmz7++GP5/X6VlpZqypQpce0+n08NDQ3R9chkIpEeggSCAAAAAJAaBIQAgKRoa2vT0aNHJUmJxlAtLS3V+PHjCQQBAAAAIM0ICAEAg3b8+PHopCKBQEAFBQU644wz4vbx+XzRnzs6OtTV1aXCwsLotry8PJ1++ukpqxkAAAAAkBgBIQCgX5FAMBIKtrW1yTkXbc/Ly5NzTmYW3VZcXKyKigqVlJTI5/PFhYMAAAAAgMxBQAgA6CUYDEbDwESBYKL929raVFpaGrd96tSpyS4VAAAAADBMBIQAgEEHgpKUn58fHT/Q5/OppKQkRdUCAAAAAEYSASEA5KhAIKDm5mYCQQAAAADIcXnpLgAAkB4fffSRjhw5otbW1oThYH5+vsrKylRVVaUzzzxT8+bN0/Tp0zVx4kTCQQAAACBLtbe367bbbtPMmTPl8Xh08skna9WqVXr//fcHfa7t27frzjvv1IoVK1RZWSkz07Rp00a+6LCnn35aS5cu1dixYzV27FgtW7ZMzz77bNKul0voQQgAo1RbW5uamprk9/s1fvx4TZw4Ma7d5/Pp448/jq7n5+fL6/XG9RCMnXQEAAAAQHbr6OjQhRdeqJqaGk2ePFmXX365Dh48qCeeeELPPPOMampqdPrppw/4fGvWrNHu3buTWPFnHnjgAV1//fUqKCjQRRddpOLiYm3ZskWXXnqpfvzjH2v16tUpqWO0IiAEgFHqk08+0ZEjRySFwr9EAeG4ceMIBAEAAIAccffdd6umpkaLFy/Wli1b5PV6JUnr1q3TDTfcoFWrVmnbtm0DPt/y5ct15ZVXauHChaqqqtLcuXOTUnddXZ2++93vqri4WFu3btXixYslSfv379f555+v66+/XpdcconOOOOMpFw/F/CIMQBkoWAwKL/frw8++EB1dXWqr6/vtY/P54v+HAgEej1GXFxcrDPOOEOTJk3SmDFjCAcBAACAUayzs1Pr16+XJD300EPRcFCS1q5dq+rqam3fvl07d+4c8Dnvv/9+3XzzzVq+fLkmTJgw4jVHPPjggzp+/LiuueaaaDgoSTNnztTNN9+s7u5uPfjgg0m7fi4gIASALOCck9/vV0NDg/bv369du3Zp//79amhoUCAQUEtLS69jvF6vxo0bp1NOOUUzZswgAAQAAABy2CuvvKLm5mZNnz5d55xzTq/2lStXSgqN85dpIuMMRmqMlcl1ZxMeMQaADOScU2trq/x+v/x+v1pbWxUMBvvcv729Xd3d3Soo+Oyv9by8PLrYAwAAAJCk6FiB8+fPT9ge2b5nz56U1TQQTU1NOnz4sCQlDDZPPfVUVVRU6NChQ2ppadHYsWNTXeKoQEAIABlgsIGgFAoAYycVyc/PT1G1AAAAQHZzzsl1HE93GYNmnvwhPxkUCdmqqqoStke2Hzp0aGjFJUmk7vHjx6u0tDThPlVVVTp27JgOHTqkz33uc6ksb9QgIASANGltbVVLS4sCgYACgcCgA0HGDQQAAACGxnUc1wd3vpbuMgbt5NsXy0qGFuUEAgFJ0pgxYxK2R8I3v98/tOKSpL+6pcytPZsQEAJAmhw+fFhtbW19tkcCwUgoWFpaSiAIAAAAABhxBIQAkCRtbW1qaWmR3+/XpEmTeo2F4fP54gLCvLw8lZaWRnsIEggCAAAAGCmRWYv76qTQ2toqKfTvlEzSX91S5taeTQgIASBJjhw5ok8++USSVFJS0isgHDt2rNra2ggEAQAAgBQzT75Ovn1xussYNPMMfdzxKVOmSJLq6+sTtke2T506dcjXSIZI3Z988olaW1sTjkOYqbVnEwJCABgC55za2tqik4qMHz9eFRUVcfv4fL5oQJhoLIyxY8cywxYAAACQBmY25LH8stW8efMkSa+//nrC9sj26urqlNU0EGVlZZoyZYoOHz6sN954Q1/4whfi2v/whz/o2LFjmjp1Kv++Goa8dBcAANkgMsvw0aNH9c4772j37t1666239P7776ulpUXNzc29jon0DJw8eXKfM4UBAAAAQCosWbJE48aN04EDB7Rr165e7Zs3b5YkXXbZZakurV8rVqyQ9FmNsTK57mxCQAgACUR6CPYMBOvr69Xc3Kzjx4/H7R+ZWSuWx+PRzJkzdfLJJzMWBgAAAIC0Kioq0urVqyVJ1157bXTcPklat26d9uzZo6VLl2rBggVxx61fv16zZ8/WTTfdNCJ1bNy4UWamZcuWDfiYNWvWKD8/X4888ohqamqi299++23dc889Kigo0Jo1a0akvlyVW/1pAaAPzjm1t7dHHxkOBAK9QsCezCxuUhHnHGMIAgAAAMhYt9xyi1588UW9+uqrmjFjhi644AIdOnRIO3bsUGVlpR5//PFexxw7dkx1dXVqaGjo1bZhwwZt2LBBktTV1SVJamho0KJFi6L7PPzww5o/f350PRgMSpIKCwsHXPesWbP0gx/8QGvXrtUFF1ygiy++WEVFRdqyZYva29v1ox/9SGecccaAz4feCAgB5KzIGIKBQEB+v3/QgWBpaany8uiIDQAAACA7eDwebd26Vffee6+efPJJPfXUU5owYYKuvvpq3XXXXYMeGqm+vl47duyI29bZ2Rm3raWlJa599+7dkqSrrrpqUNe6/vrrdcYZZ+gHP/iBXnrpJUnSueeeq7/927/VpZdeOqhzoTdzzqW7BgyAmdXOmTNnTm1tbbpLAUYF55x27959wlAwEgh6vV75fD55vV4CQQAAAGCIgsGg6urqJIV6hHFvnZuqq6vV2dmp2tpa5ecPfVbm0Wiw35G5c+dq3759+5xzc4d7bXoQAhi1Yh8ZPuWUU+TxeKJtZiafz6empqa4bWPGjIn2ECQQBAAAAICRc+zYMb355pvatGkT4WCGISAEMGq99957am9vlySNHTs2LiCUQrMMd3V1EQgCAAAAQApUVFRExyBEZiEgBJC1Ij0EA4GAKisre80U7PP5ogGh3+9XZWVlXPvEiRM1ceLElNULAAAAAEAmIiAEkDU6Ojqijwz7/X51d3dH24qLi3sFhGPHjlUgEJDP59O4ceNSXS4AAAAAAFmBgDAJzKxQ0o2SVkk6RVKDpEedc/emtTAgy5woEOzJ7/f32jZu3DiCQQAAAAAA+kFAmBz/ImmJpDslvSPpNEmT0loRkAViA8FAIKCurq5+j4mdVAQAAAAAAAweAeEIM7MVkr4sqdo591Z487b0VQRkrkggGAgE5Pf7Bx0Ier1eZr4CAAAAAGCYCAhH3tWSfh0TDgJIoLu7W7W1tf3uN2bMGHm93mgoSCAIAAAAAMDIytqA0MwWSLpY0nnh1ymS5Jyzfo4rkXSTpL+QNEXSx5J+JelW59z7I1DaeZJ+aWYPS7pKkpP0S0mrnXOfjMD5gazx6aefRh8Znjp1qvLy8qJtBQUF8ng86ujoiDumpKQkrodgQUHW/jUFAAAAAEBWyOZ/ed8q6fLBHGBmHkm/lrRIoYlDfiFpmqSvS7rUzBY5594dZl0nKdSLcJeklZIqJP1Q0hOSrhjmuYGs4ZzTvn37FAwGJUkVFRW9xgn0+XwyMwJBAAAAAADSKJv/Jf6apD2Sfhd+HZRU3M8xtygUDr4mablzLiBJZrZWoRDvcUnLIjubWZlCgd+JtDnnDses50kySVc45xrD5+mQ9DMzm+Gce3sgbw7IBpEegoFAQJMnT1Zx8WdfwUjw19zcLCk0y3DPgHDKo0tigAAAIABJREFUlCkprRcAAAAAAPSWtQGhc+6+2HWzEz5ZLDMrkrQ6vHptJBwMn2udmX1N0lIzW+Cc2xlu+gtJ/9RPKdsVEypK+kTSgUg4GLYtvDxTEgEhslZnZ2f0kWG/36/Ozs5om9frjQsIpVAPwU8//ZRZhgEAAAAAyGBZGxAOwRJJ4xQK795I0L5ZUrWkyyTtlCTn3COSHhnkdf5LffdkDA7yXEBanSgQ7Mnv96uioiJu26RJkzRp0qRklwkAAAAAAIYhr/9dRo154eXrfbRHtlcP8zrPSfqcmcUmJRcqNFnJm/0dbGa1iV6Spg+zLqBfnZ2damxs1MGDB7V3717t3btXBw8eVGNjY5/hoMfjUWVlpSZMmJDiagEAAAAAg9Xe3q7bbrtNM2fOlMfj0cknn6xVq1bp/fcHP2/r9u3bdeedd2rFihWqrKyUmWnatGkjXvOxY8f0k5/8RN/85jd19tlnq6CgQGamjRs3jvi1clUu9SCMDHZW30d7ZPvUYV7nUUnfkfQLM7tXoUlK7pf0r865g8M8NzCiIj0EA4GA/H6/Pv30036P8Xg80QlFfD6fCgsLU1ApAAAAAGC4Ojo6dOGFF6qmpkaTJ0/W5ZdfroMHD+qJJ57QM888o5qaGp1++ukDPt+aNWu0e/fuJFYc8vLLL+sb3/hG0q+Ty3IpIPSGl219tLeGl8MaKM0512RmF0paL+nfw9f7d0nfHeDxcxNtD/cinDOc2oBYra2teuutt/rdr7i4ODqGIIEgAAAAAGSvu+++WzU1NVq8eLG2bNkirzcUlaxbt0433HCDVq1apW3btg34fMuXL9eVV16phQsXqqqqSnPnJow0hm3SpEn69re/rXPPPVcLFy7Uj370Iz322GNJuVauyqWAMGWcc3WSLk53HUBXV5f8fr/a2tpUVVUV1zZmzBjl5eUpGIwfGpNAEAAAAABGn87OTq1fv16S9NBDD0XDQUlau3atfvrTn2r79u3auXOnFixYMKBz3n///dGfjxw5MrIFx1i8eLEWL14cXc/Ly6UR81IjlwLCyKzFY/poLw0v/SmoBUi6rq4u7dmzJ7o+ceJEFRUVRdfNTF6vN26WYa/XG7cPAAAAAGB0eOWVV9Tc3Kzp06frnHPO6dW+cuVK7dmzR08//fSAA0KMHrkUEB4OL6v6aI9sP5SCWoAREekhGAgEVFVVFfdblMLCQhUXF0fHFfT7/SovL487fvr06fzmBQAAAAByQGSswPnz5ydsj2yP7WiC3JFLAWFk1MzE34TPtmfMN8HMyiSVhVcLez4KitzT1dUVnVDE7/ero6Mj2jZ+/Hj5fPFDaPp8Pjnn5PP5VFxc3Ot8hIMAAAAAcpFzLu7fU9nC4/HIzIZ07OHDoX5TPYefiohsP3SIflO5KJcCwlckNUuabmZnO+d29WhfGV4+ndqyTug6SbdHVhobG9NYCtKhu7s7Ggb2DAR7CgQCvQLCKVOmDPl/HgAAAAAwWnV0dOi+++5LdxmDduONN6qkpGRIxwYCoZHXxoxJPPJaaWlo5DW/n5HXclHOBITOuU4zWy/pZkkPmdly51yrJJnZWknVkrY753ams84eHpC0MfzzlvLy8hlprAUpEBsIBgIBtbe393tMUVGRfD5f9C/zWISDAAAAAACgP1kbEJrZCkm3xmwqCm+vidl2l3Pu2Zj1uyVdJOl8SW+b2UuSpkr6vKSPJK1KatGD5JxrktQkSWbWxeOgo093d3fcI8ODCQS9Xm+fjw4DAAAAABArMmtxW1tbwvbW1lZJ6vVkGnJD1gaEkioVCvZ6+nyPfaKccx1m9keSbpL0l5KukPSxQr30bnXO1SenVKC3pqYmHThwoN/9CgsLo7MMEwgCAAAAwPB5PB7deOON6S5j0Dwez5CPnTJliiSpvj5x9BHZPnXq1CFfA9krawNC59xGffb47WCOa5d0W/gFJFWkh2BXV5cqK+Py6j7HfSAQBAAAAIDkMrMhj+WXrebNmydJev311xO2R7ZXV1enrCZkjqwNCHMBsxhnt9bWVr311luSQrMFV1RUxI0JWFRUpKKiougsw5HHhofzGyEAAAAAABJZsmSJxo0bpwMHDmjXrl06++yz49o3b94sSbrsssvSUR7SjEHtMtt1kt4Lv2Ywi3HmOX78uJqamtTQ0NCrraSkJBoIBoPB6HgOsc4880xVV1frtNNOU0VFBeEgAAAAACApioqKtHr1aknStddeG/dv1HXr1mnPnj1aunSpFixYEHfc+vXrNXv2bN10000jUsfGjRtlZlq2bNmInA8jgx6EmY1ZjDPM8ePH4yYViR3ctaKiQoWFhdH1vLw8eb1edXR0yOv1KtEkMwUFfAUBAAAAAKlxyy236MUXX9Srr76qGTNm6IILLtChQ4e0Y8cOVVZW6vHHH+91zLFjx1RXV5ewY8yGDRu0YcMGSVJXV5ckqaGhQYsWLYru8/DDD2v+/PnR9cjTkbH/fh6I2HO+9957kqS77rpLjzzyiCRp/vz5evjhhwd1TnyGdCKDMYtx+p0oEOzJ7/drwoQJcdumT5+u/Pz8ZJcJAAAAAEC/PB6Ptm7dqnvvvVdPPvmknnrqKU2YMEFXX3217rrrLlVVVQ3qfPX19dqxY0fcts7OzrhtLS0tce27d++WJF111VWDulbP60jSu+++q3fffVfS8CZwgWTOuXTXgAEws9o5c+bMqa2tTXcpo9pgAsGIgoIC+Xw+VVZWMh08AAAAAPQhGAyqrq5OkjRr1qyET1lh9KuurlZnZ6dqa2vpUNPDYL8jc+fO1b59+/Y55+YO99r0IEROiwSCkVCwra1N/YXmkUDQ6/XK5/Pl3MxXAAAAAAAMxbFjx/Tmm29q06ZNhIMZhoAQOeujjz7SH/7whwEFgpEwkEAQAAAAAIChqaioiI5BiMxCQIhRLRgMKhAIKBgMqqysLK6tuLg4YTiYn58fDQMJBAEAAAAAwGhHQJjBzKxMUiTVKiRlH5ympia9++67cs7J4/H0Cgi9Xq/MTHl5edEw0Ov1asyYMWmqGAAAAAAAIPUICDPbdZJuj6w0NjamsZTMFAwG1draqs7OTpWXl8e1lZSURHsIdnR0qLu7WwUFn/2Rz8vL05w5c1RcXCwzS2ndAAAAAAAAmYKAMLM9IGlj+Oct5eXlM9JYS0aIBIKRWYZbW1vlnFN+fr4mTJgQF/QVFxersLBQwWBQXq+3V0AoMQ06AAAAAAAAAWEGc841SWqSJDPrysUp4PsKBHs6fvy42traVFpaGrd99uzZKiwspIcgAAAAAABAHwgIkVFiA8FAIKBAINDvLMORMQQTKSoqSkaZAAAAAAAAowYBIdIqEggGAoFoKDiQQNDr9UYnFhkzZgw9BAEAAAAAAIaIgBBp09DQoIaGBgJBAAAAAACANCIgRFI559Ta2ioz6zU+YEFBQcJwkEAQAAAAAAAgdQgIkTQfffSR6uvrFQwGVVZWpunTp8e1R8YNjA0EvV6vSktLCQQBAAAAAABShIAwg5lZmaSy8GphMBhMZzkJRXoIBoNBjR07Nq6tqKhIkZr9fn+vYz0ej2bPnk0PQQAAAAAAgDQiIMxs10m6PbLS2NiYxlJCIoGg3++X3++PhoMlJSWaM2dO3L5er1dmFn28uLu7WwUF8X/kej52DAAAAAAAgNTKS3cBOKEHJJ0Wfr1dXl6e8gKccwoEAmpoaND+/fu1a9cu1dXV6YMPPpDf74/2EGxvb1d3d3fcsfn5+Zo9e7bOPvtszZgxo1c4CAAAAAAAUqu9vV233XabZs6cKY/Ho5NPPlmrVq3S+++/P+hzbd++XXfeeadWrFihyspKmZmmTZs24jXv3LlTd9xxh84//3yVlZWpqKhIp556qr761a9qz549I369XERik8Gcc02SmiTJzLry8pKf5/bVQ/BEImMIJuohOGbMmGSWCwAAAAAABqijo0MXXnihampqNHnyZF1++eU6ePCgnnjiCT3zzDOqqanR6aefPuDzrVmzRrt3705ixVJ3d7fOPfdcSdKECRN0/vnnq7S0VG+88YY2bdqkn/3sZ9q0aZNWrlyZ1DpGOwLCHDecQDAysQiTigAAAAAAkPnuvvtu1dTUaPHixdqyZYu8Xq8kad26dbrhhhu0atUqbdu2bcDnW758ua688kotXLhQVVVVmjt3blLqXrhwoW6++WZdeumlys/PlyQFg0Hddtttuueee7Rq1SotW7ZMFRUVSbl+LjDnXLprwACYWe2cOXPm1NbWjtg5Dx8+rMbGRgJBAAAAAEDSBYNB1dXVSZJmzZqlVDwlh890dnZq4sSJam5u1uuvv65zzjknrn3evHnas2ePfv/732vBggWDPv+RI0c0efJkTZ06VQcPHhyhqk/MOaczzzxTdXV12rhxo772ta+l5LrJMtjvyNy5c7Vv3759zrlhJ7P0IBzlIj0ECwoK5PF44try8vIShoN5eXkqLS2Vz+cjEAQAAAAAYBR45ZVX1NzcrOnTp/cKByVp5cqV2rNnj55++ukhBYTpYGaqrq6OzpWAoSMgHMU++OADHT16VMFgUJMmTVJVVVVcu9fr1dGjRwkEAQAAAAAY5SJjBc6fPz9he2R7tk368e6770qSTjrppDRXkt0ICLNcpIdgXl5erwlBCgoKoj0E/X5/r2N9Pp9mzZpFIAgAAAAAyCnOOXV39/53cqYrKPAN+d/vhw8flqRenYciItsPHTo0tOLS4OWXX9bOnTtVVFSkSy65JN3lZDUCwizT16Qi48eP7zXTkM/nkxR6ZLigoEDOubi/SPLz86MDkgIAAAAAkCu6u/36zUu9H7PNdF+84A0VFo4d0rGBQECSenUuiigtLZWUuINRJmppadGqVaskSddff70mT56c5oqyGwFhFuns7NSuXbsSjhuY6AtcUlJCD0EAAAAAADCqHD9+XF/5ylf09ttv67zzztP3v//9dJeU9QgIM5iZlUkqC68WdnV19TmpSElJibq7u1VQEP+flB6CAAAAAAAgkg+0tbUlbG9tbZX02dOImexb3/qWnnnmGc2aNUvPPvusioqK0l1S1iMgzGzXSbo9stLc3CyJWYYBAAAAABiOggKfvnjBG+kuY9AKCoYe3k2ZMkWSVF9fn7A9sn3q1KlDvkYqfO9739Njjz2mU089VS+88IIqKirSXdKoQECY2R6QtDH885by8vIZPDIMAAAAAMDwmNmQx/LLVvPmzZMkvf766wnbI9urq6tTVtNg3X///brvvvs0ceJEvfDCCzr11FPTXdKokZfuAtA351yTc+6gc+6gpK7i4mJ5vV7CQQAAAAAAMChLlizRuHHjdODAAe3atatX++bNmyVJl112WapLG5DHHntMN954o8rKyvT8889r1qxZ6S5pVCEgBAAAAAAAGOWKioq0evVqSdK1114bHXNQktatW6c9e/Zo6dKlWrBgQdxx69ev1+zZs3XTTTeNSB0bN26UmWnZsmUDPmbz5s265ppr5PV69dxzz+nss88ekVrwGR4xBgAAAAAAyAG33HKLXnzxRb366quaMWOGLrjgAh06dEg7duxQZWWlHn/88V7HHDt2THV1dWpoaOjVtmHDBm3YsEGS1NXVJUlqaGjQokWLovs8/PDDmj9/fnQ9MvlqYWHhgGr+8MMP9ZWvfEXBYFCnnXaaHn30UT366KO99rviiit0xRVXDOic6I2AEAAAAAAAIAd4PB5t3bpV9957r5588kk99dRTmjB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      "text/plain": [
       "<Figure size 1500x1200 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,8), dpi=150)\n",
    "(   \n",
    "    run_107['analysis']\n",
    "    .groupby([\"qt_ratio\",\"rep\"])\n",
    "    .apply(\n",
    "        lambda grp: plt.loglog(grp.recall.values, grp.prop_retrieved.values, label=\"%g, %d\" % grp.name)\n",
    "    )\n",
    ")\n",
    "plt.legend(title='qt_ratio, replicate', loc='lower right')\n",
    "plot_baselines(100, 1.6e6)(plt.gca())\n",
    "plt.title(\"Run_107 | encoder_2019_03 | callie_janelle\")\n",
    "plt.xlabel(\"100-NN Recall\")\n",
    "plt.ylabel(\"Proportion Retrieved\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "n_randomers  fp_pcr_steps  wash_buffer  rep\n",
       "0.0          10            100          0             (0.0, 10, 100, 0)\n",
       "             100           50           0             (0.0, 100, 50, 0)\n",
       "                           100          0            (0.0, 100, 100, 0)\n",
       "8000000.0    10            100          0       (8000000.0, 10, 100, 0)\n",
       "                                        1       (8000000.0, 10, 100, 1)\n",
       "16000000.0   10            100          0      (16000000.0, 10, 100, 0)\n",
       "                                        1      (16000000.0, 10, 100, 1)\n",
       "dtype: object"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "run_105['run_meta'].groupby([\"n_randomers\",\"fp_pcr_steps\",\"wash_buffer\",\"rep\"]).apply(lambda grp: grp.name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'Proportion Retrieved')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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l1jZU6cJrj9XSE2em1v1qa7r14NHTj9aqGavGtJ5THQHh+HadpOuTC62trRWsCgAAAACglJKBYHIMwXg8PqiMc06dnZ2KRqNZ65ctW6aamprigaDkZxzevM6Hglt+I8U7C5edsVxafYW04mI/63B13UguC5DkX7vP/na37vvxZg3E0w2e5i5r0iXvP07RGXVZZTMDwiuXMTnJWCMgHN9ukHRT8PWdLS0tKytYFwAAAABACbS3t2v79u15A8FcDQ0NytebrL6+Pv8OzkkHnveB4KY10o6HJbn8ZS3kg8BVl0urrvDdhoES6Ovp1/ofbtLzv9+btf4Vly7W6VcvVTgcylr/xP4ntLNjpyTJZLp86eVjVld4BITjmHOuTVKbJJlZPLNJOQAAAABgfOvt7VVvb6+mTZuWtb66urpgOFhfX5/VZbiqagh/tg/0Szse8oHgpjukg1sLl61ulFa8xgeCKy+RGmcWLguMQOvODq35+tM6vL87ta4+Wq2Lrj1Wi45rybvPr7akWw+ePu90zW2cW/Z6IhsBIQAAAAAAJdDb25saP7Cjo0N9fX2qqqrSSSedlFWuvr5eVVVV6u/vH1kgKEk97dKWu30ouHmd1NNWuGx0ftBK8HI/0Qhdh1Eme7e365dfekK9XelJdI46ulkXv+84NTbX5t2nb6BPa7evTS3TvbgyCAgBAAAAABiBZCCYHEOwr69vUJn+/n51d3cP6hK8YsUK1dbWDj0QlKS2HelZh7fdLyWKdFGee6JvJbjqcmneScw4jLLbs/WwfvmlJ9TXM+BXmPTKK5botNcuVShU+PV3/8771d7XLkmqC9fpokUXjUV1kYOAEAAAAACAYWhra9OOHTvyBoK56urq1N/fP2h9Y2PjkU+USEi7nwi6Dq+R9j5duGyoWlp6brqlYNOCIx8fKJFdL7TpV//9pOK9PhwMhU2XvP84LT9l9hH3vX3r7amvL1h4gSI1kbLVE4UREAIAAAAAkEdfX5/6+voUiWQHFlVVVQXDwbq6uqwuw9XV1cM7abxH2nafbyW4ea0U2124bP106ejL/GP5a6S6aYXLAmWyc9Mh/eorT6q/z0+mE6oyXfbBE7T0xCOPb3m497DW71ifWr5yOd2LK4WAEAAAAAAA+UAwOYZgsstwbW2tjj/++KxyjY2NCoVCSiQSow8EJanzgB9HcNMd0pZ7pHhX4bIzlkurr/DdhxecLoX5sx6Vs2PjQd3xtafUH/fhYLgqpMs/fIIWF5iMJNevX/y14kFX+Rl1M3TW/LPKVlcUxycJAAAAAGBKSgaCyTEEe3t7B5Xp7e1VX1+fampqUuvMTCtWrFBdXd3IAkHnpAObfSC4aY204xFJLn9ZC0kLzwi6Dl8hzVw5/PMBZfDiM61a8/WnNdDvw8Gq6pCu+NMTtfCYGUM+xi+3/DL19WVLLlN1aATvJ5QEASEAAAAAYEo5ePCgdu3alTcQzFVbW6t4PJ4VEEpSNBod3kkH+qUdDwXjCd4hHdxauGx1o7TiQh8KrrxEajxyV01gLG17cr/W3viMEv0+2K6qDevKj5yoo46ePuRj7OzYqcf2PZZavmr5VSWvJ4aOgBAAAAAAMCnF43HF43E1NDRkrQ+FQgXDwdra2lSX4Wg0OrIWgkk97dKWu30ouHmd1NNWuGx0frqV4JKzpeq6kZ8XKKMtj+/TnTduUCLhw8HqurCu+rOTNG9F87COkzk5yZJpS3Rcy3ElrSeGh4AQAAAAADApxOPxrDEEe3t71djYqNWrV2eVy5x0JDMQjEQig1oKDlvbS9Kmtb6V4PYHpGB8tbzmnugDwVWXS/NOksxGd26gzJ7/w179+tsb5YJwsKa+Slf9+Umau6xpWMdxzulXW3+VWr5y2ZUyXv8VRUAIAAAAAJiQ4vF4avzAWCymnp6eQWW6uro0MDCgcDicWldVVaXly5eroaFh9IFgIiHtfiLoOrxG2vt04bLhGmnpuT4QPPoyqWnB6M4NjKFND+/R3TdtlAuGy6xtqNLVf3GyZi8e/uzZG1s3atvhbanlK5ZdUapqYoQICAEAAAAAE0pra6v27NmTNxDMVV1drb6+PtXX12etb24eXnfILPEeadt9vpXg5rVSbHfhsvXTfRi46nJp+Wuk2mGOXQiMA8/+brfu+f6zqbl06hqrdfV1J2vWwpG9njNbD54y+xQtjC4sRTUxCgSEAAAAAIBxqb+/X/39/aqryx6PzzlXMBysqanJGkNw1C0Ekzr2S8+v860Et9wjxbsKl52xXFp9he8+vOB0Kcyf3pi4Nty/U+t/uCm1XB+t1uuuO0UtR0WK7FVYf6Jfd2y7I7V85bIrJUndHTG17nhRC445fnQVxojwKTWOmVmzpOS/taoTiUQlqwMAAAAAZdXf3581hmBPT4+ampq0YsWKrHKZMwhnBoKRSES1tbWlqYxz0oHNvpXgpjXSjkeUaj6Vy0LSwjOlVZf5UHDmytLUAaiwp9e/rPtu3pxabphWo9f95SmaMa9xxMd8cNeDOthzUJJUHarWxQsu1GN33KbHb71NPerRH9/wTdVFIorv3SfX16vqBQsYn3AMEBCOb9dJuj650NraWsGqAAAAAEBpJQPB5DiC3d3dg8rEYjE557ICgtraWi1dulSNjY2lCwQlaaBf2vFQMJ7gHdLBrYXLVjdKKy70geDKS6TGltLVAxgHNv52V1Y42Nhcq9f/5SlqntNQZK8jS3UvdtIl/afqZ//wCam1XxfNf7e2tD+uh3/6E5137XvV9uMf68BXv6rwzJmacc01mvknHxrVeVEcAeH4doOkm4Kv72xpaeHfUAAAAAAmvAMHDmjfvn15A8Fc4XBYfX19g4LAGTNmlKYyPe3Slrt9KLh5ndTTVrhsdL4fS3DVFdKSs6XqusJlgQmsvbVb99/yfGo5MsOHg02zRhcOdsW79Jsdv9H09mqd9ux0zWrdrTaZLpr/LoUtrKObXqm+3X7m7+4nHpckDRw4MKpzYmgICMcx51ybpDZJMrN4KBSqcI0AAAAAYOj6+/uVSCQGjQM4MDBQMBysrq7OGkOwpC0Ek9pekjat9a0Etz8gJeKFy8490QeCqy6X5p0k0dURk5xzTvfdvFn9vQOS/IQkb/jYKzRtZv0R9jyyu59do5Mfr9fKHRGF5N9Ly6InaUbtvFSZ+W95hdzAgLqffCq1rv7kk0d9bhRHQAgAAAAAKImBgYGsMQS7u7s1Y8YMLV26NKtcJJKe3CAZCEYiEUWj0UETkpREIiHteixoJbhW2vtM4bLhGmnpuT4QPPoyqWlB6esDjGMvPLpPLz6dHuLs7LesGHU46JzTH371Mz3345u0Kp4eQ7Q21KCTZ74mtVx/8izVrWhWz6bNSnR2+pWhkOpPYOKSciMgBAAAAACMyMDAQGr8wFgspq6uwTP7xmKxQesaGhq0ePFiRSKR8gSCktTbIW39jW8p+Pw6qXN/4bL1M6SjL/Wh4PLXSLXRwmWBSaynM677f5wed3DB6uk6+oy5oz7us/f/Rvf94NvK7BdZN3uGrjz2Qwq/6Cdktdqwml+7TJLU/cQTqXK1q1cp1DjySVEwNASEAAAAAIBh2b9/vw4cOJA3EMzlnFN/f7+qqtJ/fpqZZs6cWfqKte3wLQQ3r5W23ScN9BUuO2O5tPoK3314welSmD+PgQdvfUHdMd/lvqo6pPPfuaokMwi37tyR+rq3ekCbjunTly79gmI/3ZZa33TpEoWjfjiC7scfT61voHvxmOATEAAAAACQ18DAgBKJhKqrq7PW9/X1FQwHq6qqssYQLFsLQWl4XYctLC06S1p1mXT05dLMFeWrFzAB7dx8SBt/uzu1fNqVS0c9KUk+2+d26eyT3qzYz7an1lUfFVHjmelxCDNbEDL+4NggIAQAAAAASMrfZXj27NlauHBhVrloNKo9e/ZISgeCyTEE6+tHP5FBUcPpOlzXJK242HcdXnGhVD+9vHUDJqj++IDW/3BTarllQUQnXbSwyB7D092fnpRopmbp0t+fLA04SVKooUoz3r5aFvItFfsPHVLf9u2p8gSEY4OAEAAAAACmqGQgmAwFu7q65JzLKpNvDMFIJKKFCxeOTSAoDb/rcHKCkUVnSuHqwmUBSJIeXfOi2vYGrYJNuuCa1QqHQ8V3GoZth31X4rpwo95RdY1CvcGGqpBa3nOcqjMmQel+8snU1+GWFlUvLF1QicIICAEAAABgitm3b58OHjyYNxDMFY/HlUgkFAqlw4JQKKTZs2eXr4J0HQbGTOuuDj227sXU8okXLNCcJdNKeo6tbVs1z6p1zpw3qVnNfqVJM966SrWLs8+V2724FGMg4sgICAEAAABgkkokEnLOKRwOZ63v7u5WZ2dn3n3C4XDWGIJj0kJQouswUAEu4bT+B5uUCLr7RqbX6oyrl5X0HHs692hf5z69cfa1mlGbHmew6Yplajhh8GRF3Y9nBoQnlbQuKIyAEAAAAAAmiUQikeou3NHRoc7OTs2bN0/z5s3LKheNRnXgwAFJ2YFgJBJRQ0PpJyUoKKvr8P3SQG/hsnQdBkpuwwO7tGfr4dTyee9YpZq60kZF67av0xn9p+mohnTr3sir5ity9vxBZV1/v7qffjq1zAzGY4eAEAAAAAAmqGQgmAwFOzs7844hmC8gXLBgQaqF4Jh14aPrMDBudBzq1YO3vpBaXnHqbC3J06JvtNZsvUN/PfA6KWjIHJ81oKYrl+X93OnZuFEuOUN6VZXqjj++5PVBfgSEAAAAADDB7N27V21tbXkDwVw9PT1yzmX9MV5dXa05c+aUu5oeXYeBcen+Wzarr2dAklRTX6Wz/2hlyc/xUvtL6nlhn+bUpCcaablyVWrG4lzta9elvq4/+SSFxmqIAxAQAgAAAMB4lUgkJClrghBJ6uzsVEdHR959wuGwIpFI1hiCYz7IP12HgXErkXD6wx3btfXxdFj/qjcuV2NTbcnPtWbbGl28/5Wp5W516qij5+Yt65xT+9o1qeVpl11e8vqgMAJCAAAAABgnEomEOjs7U2MIdnR0aMGCBYNmDI5EIjp06JAkHx7mjiE45oEgXYeBCaGrvU93fWeDdjx7KLVu/spmHfvqweMBlsLa7Wv1d71vlILcv3+eK/j51P3EE+rftdsvhEKaduklZakT8iMgBAAAAIAKcc6lAsFkKJjbZbijo2NQQNjU1KREIqFoNFqZQFCi6zAwwezcfEh3/s8GdR3uS62bNrNOF77nmIJdfkfj+UPPq2PnAc2vWpxa1/KqwjMkt69Jtx5sOO00Vc2aVfI6oTACQgAAAAAYY3v37tXhw4fV2dmZ6kZcSGdn56B1tbW1mjs3fze9shpO1+GWFb7bMF2HgYpyCadH172oR36xVZn/f1h+yixd8O5jVFtfnmhozbY1umzPK1P/wOhKdOjmAzP1V3nrmFAsY/zBaZfTvXisERACAAAAQJkkWwPmtvA7fPiwYrFY3n1CoVDWGIINDQ1lr2dBdB0GJrTujj7d9Z2NemnDwdS6UNj06jev0AnnLyhb62PnnNZsW6NPdr81NXvxY3379eV7E1o6O6o3nbogu56PPqr+ffv8QjisKN2LxxwBIQAAAACUSG6X4c7OTi1evFgzZszIKheNRlMBYWYgGIlE1NjYWJkuw0nJrsOb10qb75Q69xUuS9dhYNza/UKb1n1rgzrb0i19oy11uvQDx2vOkmllPfeG1g3qONimhaGlqXV3mv+Hyad/uUGXHDdH0bp0q+L2NWtTXzeeeaaqpvNZMtYICAEAAABghJKBYEdHR2oMwdwuw7FYbFBA2NTUJMkHhRUPBCW6DgOTiEs4Pf7rl/TQbVvlEuk+xUtPmqnXvPsY1TWW/z27ZtsanbfveIXMz8De1d+he2uma35Tnb56zalZ4aAbGFD7nXemlqddflnZ64fBCAgBAAAAYJj27NlTMBDMlW8MwYaGBroOAyi5no647vruRr34dGtqXShkOuuNy3XShQvH5J8RCZfQz5+/Q38duzq1bkt8v85avUpfevspmtFYk1W+6/e/18CBA36hqkrRiy4qex0xGAEhAAAAABRQaAzBgwcPqru7O+8+ZpY1hmBjY2PZ6zkkvR3S1vXS5jV0HQYmoT1bD2vdjc+o41C6BXBkRq0uff/xmrusaUzq0BMf0Md/cava+w5oVWKl5BsQqmN2jb77vtMVzjNbcvsd6dmLG1/9KoWbm8ekrshGQDiOmVmzpOQ7o/pI/5kEAAAAMDrOOXV1daVaB8ZiMS1fvlzTpmWP1xWNRlMBYWYgmBxDMBQKVaL6g9F1GJj0nHN64q4deuhnW5TI6FK85IQWXXjtsWPSpViSNu2J6aM/elzb7U4dXTtX0VA6lDznDa/IGw66eFyxrO7FzF5cKQSE49t1kq5PLrS2thYpCgAAAGC4koFg5hiCAwMDWWVisdiggHD69OkKh8OpFoLjJhB0Ttr5KF2HgSmipzOuu7/7rLY/dSC1zkKmM1+/TKdctEiWJ5QrNeecvvfgi/r8Hc+qrz+uxpVP69ydr0ptb4vv13GrX513386HHtZAW5uvd3W1ohdeWPb6Ij8CwvHtBkk3BV/f2dLSsrKCdQEAAAAmBeec9u3bVzAQzNXR0TFoXSQSUSQSKVcVR+bQi9KtH5R2PFS4DF2HgUlj77Z2rbvxGcUO9qTWRabX6pL3H695y8emS3FrR6/+5qdP6e7n/JAF4cYtClV16pSu1akyPdN6ZAX+idK+JqN78bnnKhyNlrfCKIiAcBxzzrVJapMkM4uPm/9KAgAAABOEc27Q+IFmpr179yoej+fdx8zU2Ng4/sYQLOaZW6VfXif1Hh68ja7DwKTinNNT97ys3936ghID6S7Fi45r0UXvPUb1kZoie5fOfZv36+M/eVL7YxljHrY8rZALa7lbLgUfvbUr8/8jwvX1KXbXXalluhdXFgEhAAAAgEnDOafu7u6sMQRXrlw5KOSLRqM6ePCgpOxAMNkycML8c76vU1r7d9Jj38tev+hV0uor6DoMTDK9XXHd8/3ntPXx/al1FjKdcfVSveKSxWPSpbi3fxPYmFYAACAASURBVED/sW6Tbrx/W9b6c1c1a3PNRq08uEzV5kPK/kRcc89cne8wit3zGyXa2yVJVlen6AXnl7XeKI6AEAAAAMCEljmGYCwWG9RluKOjY1BAOGPGDNXU1KRCwQkTCGba87T00/dJBzan19VEpatukE54c+XqBaAsBuIJ/ew/H1fry+lhDxqbanTJ+4/X/JVjM/NvW1ef3nvT7/X4S22pdTXhkP7+itVatGCrrlvfqXNaj09tO9i/R4uXXjDoOM45tX7n26nl6IUXKjQRWmtPYgSEAAAAACaURCKhAwcOFAwEc8ViMc2ZMydrXVNTk5qaxmaMrpJzTnrkm9Kdn5QG+tLrjzpVetP/SDOWVq5uAMpm08N7ssLBhcfO0EXXHquGaWPTpfhAR6+u+dbDem5PLLVu5eyIvvT2U3TMvGn663u/Kkk6sXt1qntxvGVg0DAPktT9+OPqefKp1PKMa68ta91xZASEAAAAACYUM9POnTuVSCQKbm9oaJhYYwgOVWerdNtHpM1rMlaadPZ10gX/wPiCwCSVSDg9/uuXUssrT5uji9977Jh0KZakPYd79I5vPaSt+ztT6976yoX69OuOU111WF3xLt378r1q7mnQfB2VKtN4zKy8xzv4ne+kvm447TTVn3B83nIYOwSEAAAAAMaV3DEEV69erdra2tR2M1M0GtXhw+kJOXLHEAyHw5Woenltu8/PUhzbnV4XmSO94RvS8sFd+ABMHtue3K+2vV2SJDPp9KuWjlk4uONgl97xrYe042B3at2fnLdcf3vZqlTrwPU71qs73q23P3uWQnV+yIa+gW4tPOcVg47Xt327YnfdnVqe8b73lvkKMBQEhAAAAAAqqqenJ9VdOBaLqb+/P2t7LBbLCgglP4ZgXV1dKhSclIFg0kBcWv8v0v3/T1J6xlKtvER6/dekxpkVqxqA8nPO6bF16daDy06ZrebZDWNy7i37O/TOGx/Wnvae1LqPX3y0/uw1K7K6Dt+x7Q6teimi43tWSnV+XWJWSE2zZg86Zut3v+uHSpBUs2yZIuedV96LwJAQEAIAAAAYUwMDAzp48GDBQDBXLPb/2bvv8LiqO33g751eNZJGxZIlS7YlV7lgG2NjcIGAaQk1gYRAIBD6BpLsL4QNhE0lZENCEqpJCBAC2aUFMM00gzHuvTdZtmRbttpI09u9vz+u5s6MZka2ZE2R9X6exw9z7j0zc/Tsxhq/c87360RRUXwIVlhYiMLCwnQuMzd0HABeuxloWh29ptIC5/0COOM2YDA2VyGiPjm824FjDV3KeNrCERl53x1HunDd31ah1RWtdXr/xeNx89mj4uZ1+DqwdecqXLijGCWl0bWVzhqb8Jqh9nZ0vv6GMi688QYI/HssJzAgJCIiIiKijGtsbIQkSSnvx9YQtFgsGVxZDtn6OvD2PYA/epQahaOBq54Fyqdmb11ElFHrlxxQHleMK0BJVV7a33NTowPXP7sand4gAPlY868uq8O1Z1QlzH1/z7uYs6EABsmAAv0w5bp+dEHC3I6XX4bk9wMA1HY7bF/7Wpp+AuorBoRERERERDSgIkeGIzUEJ0yYAI0m+k8PtVoNk8kEtzta7D4SCFosFlit1lP7yPDxBNzA+z8B1r8Qf33qtcCFvwP0QzQwJRqCWpucOLitXRlPOz8xoBtoaxracePf18Dll3d3qwTg91+fgiumVSSdv/G111Di1KHIOBwqQd4NKBjU0JbFN4gSfT50/PMlZVz47Wuh6lE+grKHASEREREREZ0Uv98fV0MwGAzG3Xe5XMjPz4+7Zrfb4xqLxAaIQ1rzFuDV7wKtu6PXdFbgkj8Ck7+evXURUVbE1h4sqrSgYnzirryBtLnJgev+tgq+oNwlXqsW8OdrTsOFk8qSzl+9/D2U7JCPIBcbKpXr+pG2hCYqnW++hXC7HHYKBgPyr7kmHT8C9RN/CxMRERERUZ+Ew2F0dHSkDAR7cjqdCQFhcXFxOpc4+EgSsHoRsOR+IByt94Xh04Er/wYUjsze2ogoK7pavdi77pgynrawKq4xSDr8+eM9Sjio06jw9LenY8G4xEYjAOB2dGDZX59RxnZztP6gfqQtbq4kimj/+9+Vcf4VV0BTkN6wk/qGASEREREREfVJOBzGgQMHep1jNBpZQ/BEuduAN+8Edr8Xf33OPcA59wNqbXbWRURZtfGjRkiiXKs1r8iA0ael94sVXzCM5XvblPEjX5+SMhyURBHvPf4HwCN/oSGp1SjWlSmN1vWj4gNC19KlCDQ0yANBQOEN3xnw9dPJYUBIRERERERx/H6/Uj/Q7XZjwoQJcbtWdDod9Ho9/N2F5oFoIBipIcgjwydo/+fA67cAziPRa5ZS4PKngNHnZG9dRJRVXmcAO5YfVsannTcCKnV6u/2uaWiHNxgGABi1apw/sTTl3PXvvYUDmzco4/ZaG1T+7vqDejW0ZfFfDLU9+6zy2HreedCNyEwnZjpx/K1NRERERDTEBQKBuBqCgUAg7r7b7U7YBWi32xEMBpVdggwE+ygcBJb+Flj2CJQtNwBQcx5w2ZOAhUewiYayzUubEOo+6mu0ajFudvIagANp6a4W5fGZo+3Qa5I3izq6fx8+/+dzyvhgqQfTS78CdJdL1FfnQVBHv1Tybt4M79p1ytj+3RsHdN00MPhbnIiIiIhoiAmHw3A4HCkDwZ6cTmdCQFhWlv5/rJ6yOg4Ar90MNK2OXlNpgfN+AZxxG6BK7y4hIsptQX8YW5Y2KePJCyqh0aW/s/vSXdF6h/NTHC0WxTDee+wRiGG5w7FbH8LySW34tm6cMkdTbIp7TltM7UHjtGkwTp06kMumAcKAkIiIiIhoiAkEAmiI1IJKwWAwKLsDrVZrZhY2FGx9HXj7HsDfGb1WOBq46lmgnP9oJiJg+xeH4XfLAZxWr0bdvOFpf8/Gdg/2tbiV8fwxyXcxtzTsR1uTvFVQgoQvprQhbFBhhHkEgmhLmB9oaoLzgyXKmLsHcxcDQiIiIiKiU0wgEFBqCHq9XowbNy7uvtFohEajQSgUUq5FAsFIDUGtlo0xBlTADbz/E2D9C/HXp14LXPg7QM9GLkQEhMMiNn58UBlPOLscBnP6/z6O3T04utiMykJT0nlNO7Yqj1vyAzhS5MOC4Qugc+qQrJ99+/MvAGJ3V+SqKlgWLBjQddPAYUBIRERERDTIBYPBuBqCsc1DAMDr9cJoNMZdKywshCiKyg5BBoJp1LwFePW7QOvu6DWdFbjkj8Dkr2dvXUSUc/auOQpXu/x3uEolYMo5lRl539j6g/PHJj9eDMQHhEcLfQCAi0ddDGxKnBt2ueF47TVlXHjjDRDU6T8qTf3DgJCIiIiIaJAJhULo6upKGQj25HK5EgLCysrM/KNzSJMkYPUiYMn9QDimzmP5NOCqvwGFo7K3NiLKOZIkYf2S6O7BMTNLYS00pP19fcEwvtwXPR48f2zy48WSKKJp53Zl3Fzog0VrwbyKefBuakqY79u+DZLHAwBQWSywXXrpAK+cBhIDQiIiIiKiQcbr9WL//v29ztHr9awhmE3uNuDNO4Hd78Vfn3MPsOCngEaXnXURUc46sLUN7YejdQBPO78qI++7pqEd3mAYAGDUqjFzZGHSeW2HGuFzdgGQ6w8eK/Dj4qoLYNAY4E0yPxBT61Y/ZgxUPb6ootzCgJCIiIiIKMcEg0GlhmAgEEBNTU3cfbPZDEEQIEmSck2v1yv1A61WK3Q6BlAZFw7JnYn3LAE2vgy4mqP3zCXAFU8Do8/J3vqIKKdtiNk9WD25CIXl5oy87+JNR5THZ462Q69Jfgy4acc25XF7XgBBrYRLRl2S8nUDDQeUx7rq6pNfKKUVA0IiIiIioiyLDQSdTid8Pl/C/dgagSqVCgUFBRAEgYFgtrlbgb0fAbs/APZ9DPg6E+fUfAW47CnAkvzYHhFRc30nDu9xKONp54/IyPsecnjx+obo8eAL6oalnBtff9CPEmMJZpTOSDk/dgchA8Lcx4CQiIiIiCjDQqFQXFORnoFgT06nE4WF8Ue+Ro4cmc4lUiqiCDRvAvZ8KIeCh9YBkJLPVWmB834OnHE7oFJldJlENLis/yC6265stA1lNfkZed+nP9uHYFj+O2x4vhGXTh2edJ4kSTgUExA2F/pw0ahLoValbjoSiCmFoRtZPSDrpfRhQEhERERElGFOpxP19fW9ztHpdKwhmCt8XUD9p/LR4T0fAq6jqeeqdUDVHKD2fGD8V4F8NoMhot51NLuxf3OrMj5tYWZqDx7t8uFfaxqV8W3zRkGnSf5lhuPoEbg62qPPLfDL3YtTkEIhBBqjr63nDsKcx4CQiIiIiGiARXYIulwuhMNhVPf4h1GywE+r1cYFgnq9PkOrpQSSBLTulgPB3R8AB1cAYij1fGs5UHseMGYhMHIeoLdkbq1ENOhtWHJQ2YhcUGZGdZ09I+/79Gf1CIREAEBpnh5fn5H6C43Y48UOSwCVpaMwtmCsck30xP8dGTx0CAh1XxMEaEdk5sg09R8DQiIiIiKikxQKheJqCHq90X6OgiBgxIgRUMUcMdVoNMjLy4NGo2EgmCuCXqDhi2go6DiQeq6gAipmRkPB0jpAEDK3ViI6Zbg6/Ni1KtrQaNr5IyCo0v/3SavLj5dWR/+eu3XuaBi0qY8LN22PqT9Y4MfFo74Bofvvva6ljfBualHuqwzquPqD2vJyqPg7LucxICQiIiIi6qNwOBxXQzA2EOxJkiS4XC7k5eXFXa+trU33Mul4HAe7A8ElwP7PgVDq/zvCWCg3GxmzUO5EbCpMPZeI6ARt+qQRYncNQEuBHrWnl2bkfZ9ZVg9fUN49WGTR4Zsze9/h17Bjk/K4udCHi0ZeBADo+vQgumLqJ2rsBphnlcHx6qfKNR1r5g4KDAjTQBCEGQC+D+BMAKMB/FqSpPuzuyoiIiIiGigdHR04cKCXHWaIPzJsNBoztDLqVTgINK6KhoItO3qfP2yyXEtwzEJg+HSgl2L8RER95fcEsW3ZIWU85dxKqFPUABxIHe4A/rEi+jvse2ePglHX+99vbmcnIvsah1fWoNxSjq5PDqJrSUw4WGRE8fcmQW3RsYPxIMSAMD3mAJgF4AsARVleCxERERH1UWSHoMvlAgBUVFTE3U9VQ9BisSihoMFgyMha6Thcx4C9H8nHhvd9Cvg7U8/VWYBR8+VQsPZ8IK8sU6skoiFo6+eHEPSFAQB6kwYTzirPyPs+u3w/PAH5fQtMWnx7Vu9NUUJiCAExAD3k8HJOxVno+vgguj5MEg7a5KPEgYboPQaEgwMDwvT4iyRJfwIAQRAasrwWIiIiIjqOcDgcV0PQ4/Eo99RqNYYPH67UWgIAvV4Pk8kEvV7PQDDXiCJwZIPcbXj3B8Dh9b3Pt9d27xI8HxgxG9CwThYRpV8oGMamT5qU8aT5FdAZ0h/RdHqDeG55gzK+6ayRMOt7f99VR1ZBkiRlPOfoNHRt7BEO3jIJ6rzo35+B/fuVxwwIBwcGhGkgSZKY7TUQERERUWq9BYLJ5nq9XphMprjr48ePT/cy6UT5OoF9n8jHhvd+CLhbUs9V64Dqs7t3CZ4H2Ednbp1ERN12rmiGtysAAFBrVZg0v+I4zxgYz3/ZAKdf7i6cZ9Dg+jOrj/ucxfWLEenNPjF/DrQbA8o9TbERxd+bDHWeTrkmut0IHT2qjPUjj/8elH2DOiAUBGE6gPMAzOz+MxwAJEnqteWPIAhGAPcBuAbACADtAN4H8IAkSYd6ey4RERERDX4tLS04dKj3j32xHYa1Wm2GVkYnRJKAlp3RWoKNKwExlHp+3vDoseFR8wCdOXNrJSLqQQyL2BBTu2/8mWUwxQRs6eLyh/Ds8ujOvhvmjESeofffb56gBx8f/BiXwo6J+WehrmCOck9TbETxLZOhtsavPXDwoPJY0OmgKWO5hsFgUAeEAB4AcGlfniAIggHAJ5BrBB4B8CaAagA3ArhEEIRZkiTVD/A6iYiIiCiDIjsEXS4XVCoVynr84yRZDUGNRhNXQ5CNRXJMwAM0LJOPDe/5EOg8mHquoAYqz5B3CI5ZCJRMAIRe9xAQEWXMnrXH0NXqAwAIKgGnndd7B+GB8sraRjg8QQCARa/Bd+dUH/c5nzZ+Cm/Qi6l5c1GXFxMOlnTvHLQmBptxDUqqqiCo0t94hU7eYA8IVwDYDGBN958GAMcrGnI/5HBwBYDzJUlyAYAgCD8E8AiAZwHMj0wWBCEfwLDjvKZHkqRePqEQERERUTqJophwZDhSL0mn0yUEhCaTCTqdDiaTiYFgLutoiNYSbFgGhHyp55rsQM15cihYcy5gLMjYMomITpQkSlj3fnT34JiZpcgryszvny/2tCqPrzm9Evmm4+9aXLxvMa5ruQRT8s6KXszXpAwHAcAfW39w5Mj+L5gyalAHhJIkPRw7Fo7zraAgCDoAd3UP74yEg92v9QdBEL4DYJ4gCNMlSVrXfesaAE8eZymfISZUJCIiIqL06i0Q7CkQCMDv90Ovj36PLAgCJk2alKnl0okKB4GDK6K7BFt39T6/bApQu1DeJVh+GqBSZ2adRET9tH9TKzqOuOWBAExb2HsH4YEiihLWHexQxmfVFh33Oa2eVtRssuPqtoXKtc5ACwovnpAyHAR67CBkg5JBY1AHhP0wB4ANwD5JkjYkuf8qgMkAvgpgHQBIkvQUgKcytkIiIiIiOq7Dhw/jaEwB9GTUarWyO1CtZnCUs5xH5cYiuz8A6pcC/q7Uc3VWYPSCaIMR6/EO+hAR5Q5JkrDu/QZlPHpqMQrLMlMTtb7VpRwvFgRgWlXvu6wlUcKeV1fi6tZoOOgItGDpkX/hKtOve32uf+9e5TEDwsFjqAWEU7r/uz7F/cj1yRlYS1KCIGxLcYvt1YiIiGjIiOwQdLlc0Gg0KCkpibtvtVoTAkK1Wp1QQ/B4J0woC0QROLy+e5fgEuDIxt7nF42JNhgZMRvQpL+QPxFROjTt6MCxA05lPO2CzOweBIC1DdHdg2NLrb02J5HCInY8vwyVu23KNUewBUuPvAy/6O31fbxbtsC/fYcy1o8dcxKrpkwaagFhpPJnU4r7kesn9b9SQRCKAczrHpoAjBME4SoAbkmS3juZ1yYiIiI6FYmiCLfbrRwZdrvdypFhk8mUEBBaLBZoNBqYzWYGgoOBtwPY94nccXjvR4CnNfVctR4YOTe6S7CQ9auI6NSw9r0G5fGICYUoqcrL3HsfiAaE03vZPSgGwti+6FPkN0XLctQbmrCj5f3jhoMA0LZokfLYMGUyDBMm9HPFlGlDLSC0dP/Xk+J+dyEAJLa165uJAF6JGV/Z/ecA5I7JKUmSNDHZ9e6dhfxfFhEREZ0SegsEe/J4PAiFQtBooh9d1Wo1pkyZknQ+5QBJAo5tl3cI7l4CNK4CpHDq+bbK6C7BkXMBnSlzayUiyoAjex04vMehjKdfWJ3R918XExDOqE4eEIZcAex48lMUtEX/Dt5q3ov8K0fB9fM25ZrelPzvaP/evXB++JEyLrr1Vn5xN4gMtYAwIyRJWgqA/ysgIiIiSqGxsRGtrb3sIgOgUqmU3YE0CATcwP7Pow1GulId2gEgqIERs+RAcMxCoHicXBSLiOgUFdu5uKzGhvLa/Iy9d6vLj/2tbmU8o6owYY6/zY29T36BAlc0/Fudvw11Ny2AtPeYcs1cUIj8YeVJ36ftmb8qj/W1NbDMnz8Aq6dMGWoBYaRrcaqvJCPVQZ0p7hMRERHRCZAkSdkhqNfrUVgY/48Ri8WSEBCqVKq4GoImk4k7D3Jde70cBu7+AGj4Agj7U881FUWPDY8+BzBm7h/HRETZ1NLoxIGt0R140y+ozuj7x+4eLLHqUVFgjLvvPtyBg0+vgc0fjUo+K9mA+TdfieF5w7HkjSXK9aq6KUl/NweaDqFz8WJlbL/lFggq1UD+GJRmQy0gPNj934oU9yPXD6S4T0RERERJxAaCkSPDoigCkBuK9AwIrVYrA8HBKBQADn4pHxveswRo29P7/PLTgNqFcjBYfhrAfywS0RC0Pmb3YFGlBSMmJu7gS6e1De3K49OrC+N+17bvOYy257fDGoqGhkuqVuPyG76LAqN8FPnglmgzqRGTpiZ9j/Zn/waE5VIS2ooK5F144YD+DJR+Qy0g3NT932kp7keub87AWo5LEIR8AJGvVrWRD9lERERE2dZbINhTpL5g7D9IdDodpk6dykBwMPB1AtvflHcJ1i8FAq7Uc/V58u7AyE5BS0nquUREQ0BHsxt710eP6E6/oDrjv/tSNShp3lAPzysHYBTlhiRhiFgyfh2u/dbtMGnl3YSO5iPoPHZUeU5VkoAw1NICx6uvKWP7zTdB0Ay1uGnwG2r/F1sOoBPAaEEQpkqStLHH/au6//t2ZpeV0j0AHowM2traeplKRERElDn79+9HR0dHr3NidwiKogi1Wh13n+FgjmvfD6x6Gtjwj95DweJx0QYjI2YBam3m1khElOPWLzkIdPfgyi81YdRpxRl9f18wjK2HOpVxpEFJw+dboHq3HbruWCggBLF0+jbccMV/QKuK/j1+IGb3oL1iBCyF9oT3aH/hBUiBAABAXVwE2+WXp+VnofQaUgGhJEkBQRAeA/BTAI8LgnC+JEluABAE4YcAJgP4TJKkddlcZ4xHATzX/XiJ3W6vzeJaiIiIaAiRJAkejwdOpxNGoxE2my3uvsViSQgIVSoVzGazcmTYbDYzBBxsJEnuOLziMWDnO4CUZFeoxiB3Go6EggVVmV8nEdEg0NHsxu6Vzcp4+gVVUKky+3txc1MngmE5oTRq1Rg3zIpdi1fD/IUfgFz2wa3yYu3cRty48K6E39vxx4unJLx+uLMTHS+9rIztN9wIlV6fhp+E0m1QB4SCIFwM4IGYS7ru6ytjrv1SkqR3Ysa/AvAVAGcC2CMIwjIAVQDOANAC4LtpXXQfSJLkAOAAAEEQgirWbCEiIqI0iQ0EnU4nXC6XcmS4oKAgISC0Wq0QBCGuhiADwUEsHJSPEa98AjiU5Ltygw2ouwoYcwEw8mxAa0ycQ0RECscxD97600aIohzOWQr1qJ1ZmvF1rD0QrT94WoUNe/5vOWybY2oQqjtRf5EH1865KeG5ohjGwW3RCmzJjhd3vPQSRLfcIVllsyH/6qsHcvmUQYM6IARQDDnY6+mMHnMUkiT5BEFYAOA+AN8CcBmAdsg79R6QJKkpPUslIiIiyh29BYI9OZ3OhGtGoxFTp04Fv8Ac5LwOYP3zwKpFQFeSj8GFo4BZdwBTvgnoLZlfHxHRINTZ4sGbf9wAV0e0s/uZV9RArc7878x1DdHd/mcLB2DbPFwZH9Idg+sqCy6b/I2kz21p2A+fS/4MIKhUqBg/Ke6+6PGg/YV/KOPCa6+F2mIeyOVTBg3qgFCSpOcQPYLbl+d5Afys+w8RERHRkLN37150dXX1OieyQ9BisUAUxYQwkOHgINZeL9cXXP8PIOhOvF91FjD7TmDMQkClTrxPRERJdbZ48O8/xIeD8741FrUzMr97UBQlrDvYAUCCzv4ZKpvHKvf2GRth+vYonDt6Vsrnx9YfLKsZC73JFHff8eqrCHeXGxFMJhRc9+2B/QEoowZ1QEhEREREyUmSBK/XC6fTCbPZDIslfveX2WxOCAgFQUioIcgQ8BQiScDBFcCKx+X6gpGq+REqDVB3pbxjsDzxGBkREfUuVThYN3d4L89Kn/pWFxweP/Sli1Fg24C63Rcr94ZdXoexoyf3+vym7VuUx1WT438vSIEA2p79uzIu+MY3oCkoAA1eDAhzmCAI+QDyu4faVMd+iIiIiGIDwciR4XA4DAAoLi5OCAitViuam5sZCA4FkfqCKx4DDm9IvG/IB2Z8F5j5PSCvPPPrIyI6BSQNB785JmvhIACsrD8Gw/B/QZu3GTM6p0MDeUe4ZFJhTN2k4zwb8HmiO8wLhsX/fuh8+22EmrsbsGi1KLzxhgFbN2UHA8Lcdg+AByODtra2LC6FiIiIcklvgWBPyWoIWiwW1hA81Xk7gHXPA6sXAV2HEu8XjgZmd9cX1LFmFBFRf3W2eJOHg/MqsrYmV8CFZ/b8F7R52wEAZ7iigaB5fDGEvnZTjmlCJoXDaFv0jDLOv+wyaEszf4SaBhYDwtz2KKI1FpfY7fbaLK6FiIiIcsiuXbvgdiepHRcjcmTYYrFAkqS4DsOCILDj8KmqbR+w6ilgwz+T1xesPhuYfRdQez7AgJiI6KTI4eD6uHBw7jXZDQdbva24/aPb0S7uBACoJBVmuqco943jC0/q9Z1LliBw4IA8UKlgvzmxAzINPgwIc5gkSQ4ADgAQBCHIb/iJiIiGlsgOQYvFAlOPwuAmkykhIBQEASaTSTkybLFYuENwqJAk4MCXcn3BXe8isb6gFph0lVxfsKz3mlNERHRiOlu8+PcfE8PBSfOzFw4e6DqAWz+8FYdc0Z3jY1oWwhzWywO1AH1tfopnH58UCKD1qaeVcd4FF0BXVdXv16PcwYCQiIiIKEf0PDIcCoUAAMOGDUsICK1WK1pbWxkIDnXhILDt33J9wSMbE+8bC4AZNwGn3wzklWV+fUREp6iu1u5wsD13wsFtrdtwx8d3oN3XrlwLtM3FvK4LlLF+lA0qff+iIEmScOSBn8G/a5dyzX7rLf1fMOUUBoREREREWZIqEOzJ5XIlXLPZbJgyZQrUanW6l0m5yNsBrHsOWLUIcB5OvG+vBWbd3l1f0JR4n4iI+q2r1Ys3/pBb4eCXh77EPUvvgTfkVa75jl6EYPtcnK3XIbKz3Dje3u/3aH38CXS++aYytl15BQxjx/b79Si3MCAkIiIiyoLt27fD6/Ued16khmBP3Ck4RLXtA1Y+CWz8JxD0JN4fOQ+YfSdQcx7rCxIRpUEuhoOL6xfjgS8eQEiSv2jUCBrY9OwQjAAAIABJREFUvddhb/tYVEAFuz9adsLQz/qDnjVr0fr035Sx6fTTMezBB3t5Bg02DAhzmCAI+QAixQG0oihmczlERETURz6fD06nE3l5edDr9XH3jEZj0oCw55Fh7hAkub7g8u76gu8haX3Byd+QdwwOm5T0JYiI6OR1tXZ3K86hcPD5bc/j92t/r4yNGiN+d/Yj+N7TTgASzomJfbTDTNAUGPr1Ph2vvoLIfnTdqFGoeOwvUOl0J7FyyjUMCHPbPQCUSL6trS2LSyEiIqLjiQSCkT+RI8MVFRUoLS2Nm2uxWNDe3s5AkFILBYBtbwArHweObEq8bywETu+uL2gdlvn1ERENIZFw0NnuU66dfXX2wkFREvGHtX/A89ufV64VGgrxxLlPwO0sQzC8AqUQcB2iX1AaJvT/eDHC8oYltd2OykVPQ22z9f+1KCcxIMxtjwJ4rvvxErvdXpvFtRAREVEPsYGgy+VCMBhMOs/pdCYEhIWFhSgsLGQgSIk87cC6vwOrnwGcRxLvF42RuxFPuQbQGjO/PiKiISZVODh5QXbCwWA4iAe+fADv1L+jXBtuGY6nz3saVXlVeHzLXgDAj2GEEQIAQGXSwHJmeZ/eRwrEf64RDAZUPvkEdBXZ2zFJ6cOAMIdJkuQA4AAAQRCCrDVERESUO7Zu3Qq/33/ceSaTKaEDMQAGg5SodS+w6klg40vJ6wuOmg/MvgsYfS7rCxIRZYgkSfjgma09wsHarIWDnqAHP1j6A3x5+Evl2rjCcXjyK0+iyFiE5k4f/vbFfiyEFmfERD75Xx0NteXEjwSHnE607d+H7nwRWlFE+f/8DsbJkwfsZ6HcwoCQiIiIKAW/3w+n0wmbzQatVht3T6/XJw0IjUZj3JFhjYYft6gXkgQ0LANWPAHsfh8J9QXVOmBSpL5gXVaWSEQ0lHUe8+LYAacylsPByqyspc3bhjs/vhPb2rYp184YdgYeXfAoLDoLQmER3395A0R3EN+HWZljGFsA49TiE34fKRzGlh/eg2B3OCiIEsbdejvyzjtvwH4Wyj38xEpERETULRIIRv5EjgxXV1fDbo+v22O1WtHV1cVAkPonFAC2vQ6seAxo3pJ432SXawvOuAmwlibeJyKijGja1aE8Liw3Zy0cbHQ24rYPb8NB50Hl2sLqhfjNWb+BTi3vDHz0oz1Y3dCOB2GEDfJOc0GnQv5lNRAE4YTf6+jDD+Pgnh1AqdzxuMRqQ8l3bxrAn4ZyET/BEhER0ZAVGwi6XC4EAoGk85xOZ0JAWFRUhKKiIgaC1DeedmDts3J9QVdz4v2iscDsO+WuxKwvSESUdU072pXHFeMKsrKGHW07cPtHt6PNF21ceu34a/Hj038MlSAHgcv2tODxpXsxGxqch+ipB9vC6j51Lm5/4QV0vPAPHKsdrlwb87XL+xQw0uDET7REREQ05EiShG3btp1QDUGj0Qi9Xp9wncEg9UnrHmDlE8DGl4GQN/H+6HOAWXcCNecC/EcYEVFOkEQJTbujOwgrxhVmfA2rjqzC3Z/eDXfQrVy7e9rduKnuJiW0O9blwz3/2giDBPwnomGgboQV5tkn3pjE+fHHOPrQb+HXqNFlir7OqGmnD8BPQrmOn2yJiIjolBUIBOB0OpGfnx/XFEQQhJRNQgwGg3Jk2Gq1Mgik/pMkYP/nwIrHgT0fJN5X6+WdgrPuAEonZH59RETUq9YmF/zuEABAUAkYXpuf0fd/f//7uO+L+xAS5TWoBTX++8z/xmU1lylzwqKEu/+1EW3uAH4AA0q7jxZDLaDgyloIqhP70sm7ZQsO/eg/AUlCizW6g91qL4a9smrgfijKWfzEm8MEQcgHEPkbSCuKYjaXQ0RElPMigWDkT+TIcE1NDWw2W9xcq9UKj8cTFwhaLJaEZiREfeZpB7b/G1jzLHA0WX3BImDm9+T6gpYTLxpPRESZ1RhzvLi02gqdMXMRyj93/BMPr34YUnfzKoPagEfmP4K5FXPj5v354z1YUd+GSVDj8pijxXkLKqEtNeNEBJqa0Hjb7ZB8cqfm1sLoZ6aRU6fzePEQwYAwt90D4MHIoK2trZepREREQ09sIOhyuVIeGY50Io5VWlqK0tJSBoI0MPwuYNe7wJZXgH2fAN27PeIUjwdm3yF3JdaeeD0oIiLKjtgGJZk8Xvzi9hfx8JqHlbFNb8Pj5z6OKcVT4uZ9ubcVf/5kDwDgm9BBBTnI05SaYJ1/Ys1Uwp2daLz1NoS78wZJo0FbUQHgk8thVJ82/aR/HhocGBDmtkcBPNf9eIndbq/N4lqIiIhyRjgcxo4dO06ohqDBYEh6TJjBIJ20kB/Y+5EcCu56P3ltQQCo+Yp8jHj0OawvSEQ0SISDIo7scSjjTDUo2d62HY+se0QZl5nL8NR5T2GUbVTcvBanH3f/70ZI8gZDlGs0QPd3U9a5FRA0quO+lxQIoOn7dyOwb59yTf39O+H/eDEAQKXWoKpuSqqn0ymGAWEOkyTJAcABAIIgBFWq4/8PnIiI6FQSDAbhdDpRUFAQd7wlVf1AANDr9XE1BBkE0oASw0DDMjkU3PE24OtMPs8yDKi7Aph2PVAyPrNrJCKik9Zc34lQUC7zpdGqMGyk7TjPOHmeoAf3fn6vUnOwxFSCf1z4D5SaS+PmhUUJP/jfjWhxyl+U6tQqVNtNwFH5i6oTCgclCUce+Bk8q1Yp14ruuAO7863KePi4CdAZTSf9c9HgwICQiIiIckYkEIz8iewQ1Ol0sFgscXMtFgv8fn9cIGixWKDT6bKxdDqVSRLQtBbY+iqw7Q3AdTT5PEM+MOFrwKSvA1VzAFXqIJuIiHJb7PHi8tp8qLXp37Dz+7W/R0NXAwBAgICHznooIRwEgCc+3Ysv9rYq4/svGQ/jegeCfXivrnffReebbypj26VfQ9F/3IVVf/qdcq1ifF2ffwYavBgQEhERUdbEBoIulwu+7uLYPTmdzoSAsKysDOXl5QwEKX2O7ZB3Cm59DehoSD5HawLGXiiHgqPPBTT8/0ciolNBbIOS4Rk4XvzJwU/wyu5XlPGNdTdiZtnMhHkr69vwx492K+OLJg3DdbOqcGy9I2Fub1yfLlUeG2dMx7Bf/hKCIHS3RJFp+BlrSGFASERERBkXDAaxe/fulIFgLL1ej2RlNvR6fTqWRkNdR4McCG55DTi2LfkclVauKzjpKjkc1J1Yl0giIhocAt4Qjh1wKuPKNDcoafG04MEvlf6kGF84HndNvSthnssfwt3/2gCxO8WrLDTit1dO7leXYd/OHcrjgquvgYph4JDHgJCIiIjSJhQKweVyIT8/P+66RqNBMJj8IIxOp4urIcgdgpR2rmPy0eEtrwJNq1NMEoDqs+RQcPzXAFPmulkSEVFmHdrjgNSdwunNGhRVWI7zjP4TJRH3L78fDr+8A9CgNuDhuQ9Dq06sofzU0n042iWXX9GqBTz+rWnIM/S91rLo9SJQv18ZGyawVi4xICQiIqIBFAqF4moIRnYITpw4EQaDQZknCAKsViscDgcDQcoOrwPYuVgOBfd/Bkhi8nnl0+RQcOLlQF55ZtdIRERZ0RRzvLhibAEEVfo60L+4/UV8efhLZfzjmT/GSNvIhHlHOr14Zlm9Mr593mhMrshPmHci/Lt3A6L8e08wGKCrru7X69CphQEhERER9VskEHS5XHA6nfB6vUnnOZ3OuIAQAMrLy1FRUcGjwpQ5QS+w+305FNyzBAgHks8rGiPXFKy7ErCPzuwaiYgo62IblFSk8XjxrvZdeHT9o8p4QeUCXFV7VdK5v/9gN/whOdQrsuhx67z+/37y7dipPNaPHQNBzaZaxICQiIiI+sHn86G+vj5lIBhLq9VCkqSE60ajMR1LI4oXDgL1S+VQcOdiIOBKPs9WCdRdAdRdBQybBPSjnhMREQ1+7k4/2g+7lXFFmhqU+EI+3Pv5vQiKcsmVYmMxfn7mz5PWE9x2uBOvb2hSxj86fwzM+v7HOb4d0fqDhvE8XkwyBoQ5TBCEfACRPcNaUUxx9IWIiChNQqEQPB4P8vLy4q7rdLqUDUa0Wm3ckWHuEKSME0WgcaUcCm7/N+BpSz7PZJePDtddBVSeASRphkNERENL087o7kFLoR624vR8ofmHdX/Avs59yvhXZ/0KBYbEMFKSJPzm3R2IfNdaW2LB16dXxM8RJYQd0c9lgqb3L7niA8IJ/Vk+nYIYEOa2ewAorYza2lJ8uCUiIhogkaYikRqCkR2CkydPhlYbLYKtUqlgNpvhcrkYCFJukCSgeTOw5RVg6xtAV1PyeTorMP4SORQcNQ9IUgSeiIiGrp7Hi/vTIfh4Pm/6HC/vfFkZXz/hepxZfmbSuUt3t2D53mgW8F8XjYdGHf+FVqChE6Kzu/mbSoCu2pbyvaVQCP5du5SxYfy4/vwIdApiQJjbHgXwXPfjJXa7vTaLayEiolNQOBxWwkCXywWPx5N0nsvlQkFB/LfaFRUVUKvVCbUFiTKqdS+w9VV5t2DbnuRz1HpgzPlyKDhmIaDl8XYiIkokSVJcg5LKNBwvbvW24oHlDyjjsQVjcfe0u5PODYVF/Oad6G6/OTV2zB9bnDDPs7lVeayvyYfanPrLr0BDAyS/3AkZajX0Y8bE3RdDwRP6OejUw4Awh0mS5ADgAABBEIIqHnshIqIB4vV60dDQkDIQjKXVahEOhxOum83mdCyN6Pg6DwHbXpdDwSMbk88RVMCo+XKzkXEXA4bUuymIiIgAoPOYF64OvzIePnZgA0JJkvDA8gfQ7pNDSL1aj4fnPgydWpd0/ivrmrDnmFw7VxDk3YM9dzRKogTv1mhAaJpc1OsaYo8X60eNhCrmi15RDOPQzu3KOK+45AR/MjoVMCAkIiI6hYXDYXi9XlgslrjrGo0mZTio0WjijgxzhyDlBE+7XE9wy2vAgeUAEhvfAJBrCdZdBUy8DLDwHzZERHTiYo8XF5abYbYNbNmUl3e+jC8OfaGM/3PGf2J0fvJuxG5/CI8s2a2MrzitAhPLE7/s8td3QnR17/pTCzBOsPe6hrgOxuPiG5Qc3r0TXmcXAEClVqN6yrTefyA6pTAgJCIiOoWEw+G4GoIejweCIGDq1KmI3Ymu1WphMBjg8/kYCFLu8ruAXe/KOwX3fQyIoeTzSuuASVcBE68ACqoyu0YiIjplNO2MHi8e6O7Fezr24JG1jyjjuRVzcfXYq1POf/rzerS65N2Meo0K/7lwTNJ53i0tymNDbQFUpt5r6/p2RHcI9uxgvG/tKuVxxYRJMJjjv2CmUxsDQiIiokEsNhB0uVxwu90JcyRJgsvlSuhEPGLECGg0GhiNrMdGOSTkB/Z+JIeCu94DQt7k8wqq5ePDdVcBJSywTkREJ0cSpYQGJQPFH/bj3mX3IiAGAAB2gx2/OPMXKRugNHf6sOjzaIfj7509CmW2xM9rUjj+eLFxUu/HiyVJgn97bAfjcXH39q1dqYxrZpxxnJ+KTjUMCImIiAYht9uNxsZGeDweSFKKo5bdNBoNQqHEnVdWqzVdyyPqGzEMNCyTQ8EdbwG+zuTzLKVA3ZVyKDh8mlyQiYiIaAC0Nrngd8uflwSVgOG1+QP22o+uexR7OqKNtH511q9gNyY/CuwPhfH/Xt0EX1AEABRZdLhtfvJjyP56B8TuNUMtwDix9+PFoeZmhDujv2NjdxC2H2pCx5HDyng0A8IhhwEhERFRDhNFET6fDyaTKe66Wq1Oulswci/2yDB3CFJOkiTg0Do5FNz2OuA6mnyewQZMuFQOBavPAlTqzK6TiIiGhMaY48Wl1VbojAMTlyw/tBwv7nhRGV87/lqcNfyspHNDYRHff3kDlu2J7gq8+ytjYNEnX4s3pnuxYUwBVIbe1xzboERTXgZ1fjQE3Ruze7CkejTyiljHd6hhQEhERJRDRFFMqCGoUqkwderUuHkGgwFarRbBYJCBIA0ux3bIoeDWV4GOhuRzNEZg3EVyKFhzLqAZ2CLxREREPTXtHPjjxe2+dty//H5lXJNfgx9M/0HSuaIo4f+9uhkfbIt+YXbx5DJcO3NE0vlSSIR3W2z34uLjrse3M9qgxDCuZ/3BaEDI3YNDEwNCIiKiLIoNBCM1BHseGQ6Hw/B4PAm7CKuqqqDVamE0GlPWsCHKCR0HgK2vycHgsW3J56g0QM1X5FBw7IWAnoXRiYgoM8JBEUf2OJRxxdiTb1AiSRIeXP4gWr1yiKdT6fDw3IehVyd+6SVJEh54cyve2HBIuXbuuBI8evVUqFTJP+P5dndA9HQfL9aoYBh//FBTdEVPn2hKozsE3Y4OHNkb7ZjMgHBoYkBIRESUBU6nE4cPH04aCPakVqsRCAQSAkKbzZbOJRKdHNcxYNsbcijYtDrFJEE+Nlx3pXyM2DRwBeGJiIhOVPP+ToS6a/5ptCoMG3Xyn7Fe2f0KljYtVcY/nPFDjClI7EQsSRIeem8n/rnqoHLtzNF2PH7tNGjVqpSv79lwTHlsnGg/7vHinmK/XN63brVc+gOAtagYJdWj+vRadGpgQEhERJRGoigiEAjAYDDEXRcEAS6XK+lz1Go1LBZL3JFh7hCknCaKQGejfHz42HZg/+fA/s8ASUw+v/w0eadg3RVAXnlm10pERNTDwW3R+oNltflQa1MHcyei3lGP/1nzP8p4zvA5+Na4byWd++eP92LR5/XKeNqIfDxz/QwYtKlr7oreELw72pSx6bSTqxfYcmC/8rh6yjR+7hyiGBDmMEEQ8gFEqoZqRTHFh2wiIsoZoijC7XYrNQTdbjd0Oh3q6uri5pnNZqhUKoiiyECQBg9JkpuJHNveHQZ2/2nZCQSSB96KojFyKDjpKsCevBsjERFRpnldAWz9rEkZV55k/cFAOIB7l90LX9gHACjQF+BXc36V9LPdX5fV448fRY/2TijLw99vnAlziqYkypq3tgIhecefyqyB4SQ7LseeZtGbzCf1WjR4MSDMbfcAeDAyaGtr62UqERFlQ2wg6HK54HK5Eo4M+/1+BAIB6HQ65ZogCKiuroZOp4PJZGIgSLnH0y4Hf3Fh4HbA23H850bkVci7BCd9HRg2CeD/nxMRUY5Z9+4BBHxhAIDepMH4OWUn9Xp/2fAX7GyPNgP55ZxfoshYlDDvpVUH8at3ol2Fa0os+MdNM2Ezao/7HnHHiycXQ+jlKDLRiWJAmNseBfBc9+Mldru9NotrISKiGF1dXWhubk4aCPakUqng8/niAkIAKCg4+QLYRCfN7wJadsUEgd3/dTX3/bVsI4CS8fKfMQuBylmAiv9oISKi3NTZ4sWWmN2D0y+ohsF8/IAulRWHV+C5bc8p46vHXo15lfMS5v17wyH89N9blHFloREv3nQG7JbEBiY9hRw++Os7lfHJHi8mimBAmMMkSXIAcACAIAhBFT9gExFlnCRJCAaDCeGeKIpwOp1Jn6NSqeKODHOHIOWEkB9o3R1/NPjYdsBxoO+vZSmVQ8Di7jCwZAJQPBYw5A38uomIiNJk1Zv7IIblL3othXpMWjC836/l8Dlw/xf3K+NRtlH40YwfJcz7YFszfvTKpkhPEAzLM+Clm2dhmM2QMDcZz8YW5bGmyAhdpbXfayaKxYCQiIgohiRJCTUEDQYDxo8fHzfPao1+GGMgSDklHAI69ifuCGzbB0jhvr2WwSaHf5EQMBIKmu3pWTsREVGGHG3owp610aO6sy4dDU0vjUF6I0kS/nvFf+OYV349jUqDh+c+DKPGGDdv+d5W/MdLGxAW5XTQbtbhxZvPQGWh6YTfx7M+umbT1GJ+5qQBw4CQiIiGtEgg6HK5lDqCPZtCeTwehMNhqNXRD41qtRpVVVUwGAwwm838cEaZ17NzcGRXYOsuIBzo22tpTUDxuJgwsDsQtA5j3UAiIjrlSJKEFa/vVcZFlRaMOb2036/3+p7X8fHBj5XxPdPuwbjCcXFzwqKEH7+6GYGw/Dkzz6DBCzfNRE2J5YTfJ9zpR+iYRxnzeDENJAaEREQ0JHV2duLYsWNJA8GeVCoVvF4vLJb4D3BFRYkFp4kG3Ml0Du5JpZWPAkdCwMgR4fwq1gokIqIh48DWNhza7VDGZ15eA0HVvy/EGjob8PCah5XxrLJZuG7CdQnzVtW34ZDDCwBQqwT8/caZmFhu69N7SYGYz6waFTR2Y+rJRH3EgJCIiE5pkiQhFApBq40vOB0KhdDV1ZX0OYIgxB0Z5g5BypiB6BwMAIIKKBwVfzS4ZIJ8Td3/4utERESDnShKWPHGPmVcOaEQlRMK+/VawXAQ9y67F96QHPzZ9Db8+qxfQyUkfun2xoZDyuO5tUWYXsVmdZRbGBASEdEpRZIkeDwe5biw0+mExWJBbW18I/jYGoI9A0GTyQQ2hqK0Slfn4EgYWDQG0J5YsXMiIqKhZOeKI2g/7JYHAjD78tH9fq0nNj2B7W3blfHPZ/8cJabEY7++YBjvb43+jr/stP43QyFKFwaEREQ0qEUCwdgaguFwfCMGl8sFSZLidgHqdDpUVFTAZDLBbDYzEKT0SEfn4JIJ0XqB7BxMRER0woKBMFa/vV8Zj505DMX97AK8pnkN/rblb8r4ytorcW7VuUnnfrzjGJz+EADArFPj/AnD+vWeROnEgJCIiAYlh8OB1tbWpIFgT5IkwefzwWiMr9NSWtr/YtREcdg5mIiIKOdt/qQRbocfAKDWqDDzayP79Tqd/k7ct+w+SJC7EVfnVePHp/845fzY48UL64bBqOtft2SidGJASEREOU2SJIiiGNdBGAD8fj86OzuTPkcQBJjN5rgagtwhSAOCnYOJiIgGJa8rgPXvR3fwT1pQgbx+NPmQJAm/WPELHPUcBQBoBA1+O/e3MGlNSed3uAP4bPcxZXx5Fo8Xi17P8SfRkMWAkIiIcookSfB6vXA6ncqRYZvNhpEj47/h7VlDkIEgDSh2DiYiIjqlrH23AQGfvKtfb9Jg+gVV/Xqdt/a9hSUHlijju067CxPtE1POf2fLEQTD8k7DYqseZ44u6tf7nizR54PzvfeVsa66OivroNzFgJCIiLIutoag0+lMODLsdDoTnmM0GlFWVgaLxQKLxcJAkPpvQDsHjwZKxrFzMBERUQ5xHPNg62fRY77TL6yGwdz3380Huw7iN6t+o4xPH3Y6bph4Q6/P+XfM8eKvTSmHWpWdUwKdb76FsMMBABCMRtguvTQr66DcxYCQiIiyoqOjA+3t7UkDwZ5CoRACgQB0Op1yTRAElJeXp3uZdCph52AiIqIhx+8N4f2nt0Ds3sVnKdRj0vy+H/MNikHct+w+eELyMd08XR5+c9ZvoFalrie4s7kLaw9Ev3DM1vFiSRTR/vzzyjj/iiugttmyshbKXQwIiYgo7URRTNjh5/F44Oj+FrMnQRBgMpnijgz3rEFIlFJc5+DtwLGd7BxMREQ0BIVDIt5/egvaDrmVa2deUQONtu+fK5/e9DQ2t25Wxj+b/TMMM6fuRrx8byvu+Od6ZVxTYsHE8ux8fnAvW4ZAfb08EAQUXn9dVtZBuY0BYQ4TBCEfQH73UCuKYjaXQ0R0wnrWECwoKMCIESPi5litVjQ3R3duRWoIRo4MMxCk42LnYCIiIkpBkiQsfXEnmnZGd/BNW1iF2hmlfX6t9UfX45ktzyjjy2ouw8LqhSnf9/kvG/DLd3YgLErK9f84pwZClpqQxe4etJxzDnRV/au/SKc2BoS57R4AD0YGbW1tWVwKEVFqXq83roZgKBSKu+9yJTZ1sFgsKC0tVUJBBoKUEjsHExERUR+tWbwfO1dGv4yuPb0Usy4d1efX6Qp04b5l90GU5A07ldZK/GTmT5LODYRE/OzNrfjXmkblmkGrwv9cNQVfnZKd0ji+Xbvg/nKFMrbf8J2srINyHwPC3PYogOe6Hy+x2+21WVwLEVGcjo4OdHR0JA0Ee/L5fAiHw3EhoEqlQkVFRbqXSYMJOwcTERHRANjx5RGseadBGZfX5uPc68dD6EeDkF+v/DUOuw8DANSCGr89+7cwa80J81pdftz+4jqsaYjuWCyzGfDM9TNQNzx79f7an4vuHjRMnAjjjBlZWwvlNgaEOUySJAcABwAIghBkh04iypZkNQSdTic6OlJ3eY2tIcgdgpSAnYOJiIgoDRq3t2PpizuVccEwEy68bRLU2r7/e3px/WK8u/9dZXzH1DswuXhywrxthztxywvrcMjhVa5NG5GPp66bjhJr9hqYhVpa0LV4sTIuvOE7WTvmTLmPASERESXw+XxxNQSLiooSOgZbrVa0tLQo40ggaLFYYLVaGQiSjJ2DiYiIKENam1x4b9EWiN21/4x5Olxy1xQYzH3/0rDJ2YRfr/y1Mp5WMg031d2UMO+9LUfww//bBG8wWv/4qukV+PXlddBrsvt5uOPllyEFgwAATWkp8hYmr5tIBDAgJCIiyIFgbA3BYPcHiQin05nwHKvVipKSEiUU1Gj4K2VIS1fn4MjxYHYOJiIiol64OnxY/NgmBH1yUKfRqXDJnZORV2Ts82uFxBDuW3YfXEG5xIlFa8FDZz8EtSoa+ImihD99vAd/+niPck0lAD+9eAK+O6c66zv1RJ8PHS+9rIwLvn0tBJ0uiyuiXMd/zRERDVHt7e3o7OxMGgj25Ha7IUlS3AcdjUaDysrKdC+TctXR7cCOt4Fj29g5mIiIiLIq4A1h8WOb4Xb4Ach9xxbeXIeSqv59ufjMlmewsWWjMn5g1gMot0RP03gCIfzo/zbhva3RExFWgwaPfWsa5o0p7udPMbA633wLYYcDACAYjSj4xjeyvCLKdQwIiYiGgJ7hHgA4HI5eawgajca4GoLZ/haUcoAkAfs+Br58DKj/9MSfx87BRERElCbhsIj3F21B26FoQ7O514xB9eSifr3exmMb8fSmp5XxV0d9FReNukgZ+4JhfHPRSmxq6lSujSo246/Xz8AKWuzBAAAgAElEQVSoYku/3nOgSaKI9hdeUMb5l18OtS17jVJocGBASER0CvL7/XE1BEtLS1FSUhI3x2q1xgWEPQNBHhkmRdAHbHkFWPE40LIj9Tx2DiYiIqIMkiQJS/+5C407op9pTzt/BOrmVfTr9VwBF36y7CcId5+KGG4Zjv8647/i5vzvmsa4cHDemGL8+ZunwWbMneZo7i++QGDfPnkgCCi8/rrsLogGBf7rj4joFOD3++NqCAYCgbj7TqczISDMy8tDcXGxEgoyEKQE7jZg7d+A1YsAd0vi/WGTgLEXsXMwERERZcXadxuw88sjyrhmRglmXza636/30OqHcMh1CACgElT47dm/hUUX3RUYCov46xf1yvjSqeX4wzemQq3KrRMRbc/8VXlsWbAAuurq7C2GBg3+a5CIaJBqb29HV1dX0kCwJ5fLlXBNr9djxIgR6VoeDWYtu4GVTwCbXgZCvsT7tQuBM+8Cqs/mEWEiIiLKip0rjmD12/uVcVmNDed+ZzyEfoZ17+9/H2/te0sZ3zr5VkwtmRo/Z1szGtu9AAC1SsD/Wzg258JBz/r18KxZo4ztN96QvcXQoMKAkIhokGptbU3aXTjCYDDEHRkm6pUkAQ3L5GPEu99PvK8xAFO+Ccy6Aygek/n1EREREXVr3NGOT/+xUxnnl5pw0e2TodGqe3lWakdcR/CLFb9QxlOKp+CWybfEzZEkCYs+j+4evHhSGSoKTP16v3Rqfeop5bFxxnSYTj89i6uhwYQBIRFRDgoEAnE1BMvKymC3x3d2tVqtcQFhz0BQq+VRTzoBoQCw7Q1gxWNA8+bE++Zi4PTvAaffBJj7V+ybiIiIaKAcbejCe09tgShKAACjVYuv/scUGMz9++wbFsO474v74AzKn6vNWjMeOvshaFTxccnK+nZsjqk9eMvcUf38CdLHu20b3J8vU8ZFt96WxdXQYMOAkIgoBwQCgbgagn6/P+6+y+VKCAhtNhsCgYASCjIQpD7xdgDrngNWLQKchxPvF48HZt8JTPo6oDVkfHlEREREPbUfdmPxXzYh6JebiGh0Klx85xTkFRn7/Zp/3/Z3rDu6Thn/9IyfotJamTBv0ef7lMdn1RShbnjudQVueyrafdkwcSLMZ83J4mposGFASESUJe3t7SkDwZ6SHSU2mUyoqqpK1/LoVNW+H1j5JLDhRSDoTrw/aoFcX3D0uawvSERERDmjq9WLt/68ET53EACgUgu44NZJKK3O6/drbm3disc3PK6ML6y+EJeMuiRh3u6jTny6K9qwLVu7B6WgmPKef+9eOD/8UBnbb7sVAj/LUR8wICQiypKjR4/C4/GkvK/X61lDkAaGJAGNq4EVfwF2vgNIPT5cqrTA5G/I9QWH1WVnjUREREQpuDv9ePNPG+F2dH+pLgBfuXECqibae39iLzxBD+79/F6EpBAAoMxchvtn358QqjV3+vCrd3Yo4/FleTi7NjtlV7yboyGlxh5/wqN10SLlsb62BtZzz83YuujUwICQiCgNgsFgXA3BiooK2GzxxxCsVmtcQNgzENTpdJleNp1qwiFg59vAl48Bh9Ym3jcWADNuAmZ+D7AOy/z6iIiIiI7D5w7i7T9vQleLV7k2/1tjUTuj9KRe9+E1D+Og8yAAQCWo8NDZDyFPF92N2NDqxtOf78Or65oQDEvK9VvmjszKzjwpKMK9tlkZm0+PfnYLHDyIrsXvKGP7LbdCUKkyuj4a/BgQEhENgGAwGFdD0Ofzxd13Op0JAaHNZkMoFFJCQQaCNGB8XfIR4lVPAo6DifcLRwOz7wCmfAvQ5V73PSIiIiIACPrDeOfxTWg75FKuzb58NCaePfykXvftfW/j9T2vK+Ob6m7C9NLpAIBdzU48sXQv3t50GKIU/7wZVQW4ZHL5Sb13f3m2tkJ0y7sdBa0K5mklyr22Z/4KiPIJEe2IEci78II+vba306E8ZrA4dDEgJCLqp46OjpSBYE/JaghGgkGiAeNoBFY9Bax/AfB3Jd6vOktuPDLmAoAf/oiIiCiHhYMi3nt6C5rro59ppi0cgWkLT64G98ojK/GzL3+mjCcVTcLtU2/HxkYHHv90Lz7cfjThOcPyDLhl7ih8c+YIaNXZ+QzlXhFtKmeaWgKVSW5QGGxuhuPf/1bu2b93MwTNiUc9PpcL+9avVsZlNWMGYLU0GDEgJCLqp6amJgQCgZT3dTqdEgIyCKS0OrQeWPE4sO0NQArH3xPUQN0Vcn3B4dOysz4iIiKiPhBFCR/+fTsat7cr1yacXY5Zl40+qdfd2b4T93x6D0KivBOvQF+Aq6vuxQ3PrsPyvW0J86vtJtw+fzQuO2049Br1Sb33yQgcciFwMLrhwDyrTHnc9uyzQFBu3KIZNgz5l17ap9fe8cWnCHc/35hnw6hppw/AimkwYkBIRJREKBRS6gc6nU5UVVXBbDbHzbFarWhri36QiASCFosFVqsVer0+08umoUQUgd3vycHggeWJ9/V5wPTvAGfcBtgqMr8+IiIion6QJAmf/XMn9q0/plyrmVGCed8ce1K1/w65DuH2j26HO+gGAOhUBpgdt+DuF5sS5o4bZsUdC2pwUd0waLK0YzCWe+UR5bFuhBW64XIDw1BbGxz/94pyz37TTRD6WLZoy6fRzscT5p4DtUZ7kqulwYoBIRER5EAwtoag1+uNu+90OhMCQpvNBkmSlB2CDAQpIwJuYONLwMongPb6xPv5I+Tdgqd9G9Bz5yoRERENHpIkYcXr+7B9eTQQGzGxEF+5YQJUqv6Hgw6fA7d9eBtava3db6SC48A1aHMVxM2bWpmPuxbU4JxxJSf1fgNJ9Ibg2RgNS2N3D7Y/9zyk7lJHarsd+V+/qk+vfbR+L1oaop8nJy04/yRXS4MZA0IiGpIkSUJnZ2fKQLAnp9OJYcPiu7wWFBSgoKAgxTOIBpizGVi9CFj7LODtSLxfcTow+y5g3CWAmr/eiYiIaPBZ/8EBbPgw2mCtbLQNF9w6CWpN/3fx+UI+3PXJXWjoaoheO3I5wq5xynhOjR13zq/B7NH2rHQo7s3/Z+/Ow6Mq7/aB32f2LetkI4QkhLBDQHYUcEMRKQpWrbvVinVr3bW2Wlurvm1dXm21tr/WYt3eqiCuoLiCKCDIDgECSQhL9mUy+/r8/pjJSYasJJOZLPfnuubKnOc855wvGpbc8yz2rRUQ3uAGJAqDCoaJqfI5y4cfyu+Tf3o9FDrdKd17z9fNoweHjBoDc9awHlZL/Rl/giCiQau0tBR+v7/d82q1mmsIUuxV7AlOI979DhDwhp+TFMFA8PRfAMNmxKY+IiIiogjYs/44Nr3XPJotZZgJi24vgFrT/bX//AE/7v36fuys3im3uavnw2sJrrM3f2w6bj97BE7L7psf+gu/gO3b5s1JjNMzIKmbw9JAY/MGLqZ5807p3l6PG4UbvpaPOXqQGBD2YZIkJQJIDB2qA6Fty4moc36/P2wNwby8vLApwJIkwWQywWKxyG1NgWDTGoK6U/wEjihihAAOfQ5sfAEo/rr1ebURmHJtcH3B5OFRL4+IiIgokg5uqcC6/zsgHyek6bH4F5OhNXR/PTwhBB5a/3usP/613OapnwFf7bm4eHImbj1rBMZkxPek7F7n3FMNf4M7eKCQYDw9s4Pepzby8dD3G+G2B9djVGt1GD17TjerpIGCAWHfdheAR5sOWm6GQETh/H5/2BqCDocj7LzVam21RmBiYiIUCoU8QpCBIMWc1wXseiu4vmD1/tbn4zKBmT8Hpv4U0Ce2Pk9ERETUz5TursEXywsBETw2JWlx0Z2TYYg/tc02Tvbw189jTdkq+dhnHYuZ8TfhsWsKkJti7ODKvkEIAes3x+Vjw6RUqBIit+b5zs/WyO9Hnz4XGr0hYvem/okBYd/2HIBXQu/Xms3mkTGshahPEUKgsbGx3UDwZFarFSkpKWFtKSkprdqIYsJeA2z5F/D9PwFHTevzGQXBacTjlwJK7ixHREREA0MgILDuzQMIBILpoM6kxkV3Tka8Wd/tewohcO+af+Gz6pflNr8jG9eO+A0eXFAAZR/ZfKQznpJGeI/Z5GPT3KERu3dNWSmO798rHxfMvyBi96b+iwFhHyaEaADQAACSJHkVithvr07UVwghcPjwYQgh2u2jUqm4hiD1bdUHgqMFd/4X8Llanx+1EJh9O5A7B+hjC2YTERER9ZTL5oWt3i0fL7q9AEkZ3R/d5/L6cfOKN7DN/YL8TyfhScEjM57GlVPH9rTcqLJuaB49qB2RAE2mKWL33vl58+jBtOEjkDFiVMTuTf0XA0Ii6pOapgw3TRvOz8+HStX8R5ZCoYDBYIA9tG4G0BwINq0hqNd3/5NHol4jBFCyPri+YNHa1udVOmDyVcCs24AUDhwnIiKiwcM8tPshWGWjC9e9sRLHdc9BUgTX75f8cXj+7L/hnPz+FQ56a5xwFTYvMWaamxWxe3tcTuxb/6V8POm8C/vczs0UGwwIiahPCAQCrdYQbDk60Gq1IikpfHexxMTEsJ2GGQhSn+ZsAPa9D2z5J1Cxu/V5Yxow42Zg2o2A0Rz9+oiIiIj6qQMVVlz9ykdwpv4VCoUXAKAQWvz9/JcwO6t/hYMAYN9ULq/JqErVQzcqcrss79+wDh6nEwCgNRgx9owzI3Zv6t8YEBJRTHQWCJ7MZrO1CggzMjJ6u0yinvE6gYOfALtXBEcL+j2t+6SNC04jnnApoOZGOURERESn6slPt8Bp/gcUquDsIglK/PXc5zE7a1KMK+seb1Xz+urGaRmQIrRuohACOz5bLR+Pm3cO1NyokUIYEBJRTPj9fhQVFXXYR6lUyqMD4+Pjo1QZUQ/5fUDJ18FQsPAjwGNtu9+Ic4DZdwS/cloHERERUbc4vA7sCzwLhaZ5Su4Tc/6AecPOiGFVkSNplRG7V3nRAVSXFsvHk85bGLF7U//HgJCIekXTCMGmV35+PlputKNWq6HT6eByNW/M0BQItlxDkOthUL8gBHBsC7D7HWDvKsBe3XY/gzm4E/G0nwHp46JbIxEREdEA4w14ce+6e+FSHJHb5qffiMUjFsewqr6rZMdW+X3W2AkwZ2XHsBrqaxgQElFEBAIB2O12ecqw3W4PmzJst9tb7SSckJAArVYbtoYgA0HqV6oKg6Hg7hVAw5G2+2hMwJgfARMvA/LOBJTq6NZIRERENAAJIfDYxsew4fgGuc1TdzrOGH9pDKvq23ye5uVuzMNyYlgJ9UUMCImoW4QQYWsInhwInsxqtbYKCLOyIrcbF1HUNJQBe1YGQ8HKPW33UaiBkecDEy8FRl0AaAzRrZGIiIhogHtxx4t479B78rG3cSLclT8aNAMOvOXlCLjd8nGk1imkwYsBIRF1i8vlwsGDBzvso1Qq5enCCQkJUaqMqBfYa4F9q4KhYNnGdjpJQO6c4EjBcRcB+sjtNkdEREREzd4+8Db+sesf8rHePxLWE5cDULR/0QBT9dTTgN8PAFCazdDk5sa2IOr3GBASUZuapgzbbDbY7Xbk5+eHndfr9VCpVPD5fHKbQqEIW0PQYDAMmk/waABy24ADq4NTiA9/CQR8bffLPC0YCo5fCsRnRrdGIiIiokHmy7Iv8cTmJ+Tj/MR8KMpvQ5Vwd3DVwOLYsgWNq5t3I067525Iai5jQz3DgJCIAASnDJ+8hmAgEJDPO51O6PX6sGsSEhLg9XrlNQQZCFK/5/MAh78IhoL7VwM+Z9v9kkcABZcDEy4FUvLb7kNEREREEbWjagceWP8AAiL4c0qaIQ0vzX8Jv3ytBMDACAiF1w9vuU0+ltThoyKFz4eKx5sDUt2ECUhYujRq9dHAxYCQaJDqLBA8mdVqbRUQ5nIYOw0EgQBQ9l1oB+L3AFdD2/1MGcE1BSdeCgyZDDAMJyIiIoqaYksx7vjyDrj9wSAwTh2Hl+a/hAxjBoCS2BYXQbbNFQhYvcEDlQK6keHL1tS//TbcBw7IxxkP/waSomtTq0UHP+8RMSAkGqTsdjsOtPiLpS0KhUKeLhwfHx+lyoiiQAigfGcwFNzzLmA90XY/XQIw7uLgFOKcMwCFMrp1EhERERGqHdW49bNbYXFbAABqhRrPn/M8RiWNinFlkSW8fljXHZOPTTMzoIzXyMe++npUP/8X+ThhyRLoJ0/u0r1rjh7B3q8/l481Ol0EKqaBhAEh0QDVNELQZrPB5XK1Gu1nNBqhUCjCRg02BYJNoaDRaOSUYRpYag8HNxrZ/Q5QW9R2H5UOGL0wGArmzwdU2ujWSERERDRI+H2dj2g73HAY9627DyfswQ90JUh4cu6TmJ4xvbfLizrb9xUIWD3BA5WEuDOzws5X/+UvCFiCIanCaETqPXd36b6WqkqsfOIRuOzBqctKlQpj554ducJpQGBASDRACCHgcDjkKcM2my0s/MvMzIRG0/zpkyRJiIuLQyAQkNcQZCBIA5K1IjhKcPc7wIltbfeRlMCIs4Oh4JhFgDYuujUSERERDUJle2vl98YEDVQt1tvzB/x4dd+reGH7C/AEPHL7A9MfwAW5F8jHpTV2nLC0s250PyK8AVi/bjF6cMYQKOObP6h2FRai4a235eOU226DOi2t0/s6LA1Y+eQjsNXXAQAkSYELf3k/UrNzI1c8DQgMCIn6qc4CwZPZbDYkJyeHtZ28MzHRgOFsAAo/DIaCpd8Aop3fG8NmBkPBcUsAU2p0ayQiIiIa5Iq2VsnvR0xNkwcrlFhK8Mi3j2Bn9c6w/ssmLsM1464BAFhdXrzw5SH8+9sSeP1C7mPU9s+Yw/59efjowbOaRw8KIVDxxBPBtbMBaHJzkXztNZ3e0+N04N0//g715c3L6cy/6TaMmnlGZIunAaF//s4hIlgsFhw+fLjDPpIkydOFDQZDlCojihGvEzj4aTAULFoL+D1t90sdCxRcBkz4MZCUG9USiYiIiCjIbnHjxMF6+XjktHQERACv73sdf9n+F3kzEgBI1afid6f/DvOy5sEfEHhn61E8vfYAamzh/96bk5+CM0f1vw99hRCwrm9/9GDj6tVwbv1BPk7/za8htZgd1hafx4P3n34clcWH5LYzfnItCuZf0MFVNJgxICTqo5pGCNpsNng8HgwbNizsvMlkanVNUyDYcg1BRRd3tCLql/w+oGRdcF3Bwg8Bj7XtfgnZwMQfB0cLpo+Pbo1ERERE1MrhbdUQoYF/pmQt3OYG3PDJL7GtKnxJmMV5i/HgjAeRoE3A5uJa/P7DfdhX3hjWJzNBh19dOBaLC4b0yyWThNMHv6U57DTNGSq/99tsqPrzU83nzj4bprlzO7xfIODH6heeRtmeXXLblIUXYebSyyNYNQ00DAiJ+gghBJxOZ9iUYb/fDyAY/GVmZkKpbN5BVaVSyWsGtlxDkIEgDXhCAMe2BkcK7n0XsFe33c9gBsYvDYaCWTMA/t4gIiIi6jMO/VApv/cOr8VlH90Np695LcFkXTIenf0ozsk+B0frHHhoxQ9Yvbsi7B46tQK3npmPm+flQa9RYqBQGIJRjb+xEUeX3QxfZfC/laRWI/1XD3Z6/fer3kHR5u/k47FzzsJZ193UL8NTih4GhEQx0lEg2FZfm82GhISEsPYxY8ZEo1SivqFqfzAU3P0O0HCk7T4aEzDmR8DES4G8swClOpoVEhEREVEX2OpdKD9kkY/f8LwEp6Y5HFyYuxAPzXwISbokbC+rx3X//h5Wly/sHksmZ+LBhWMwJEEftbqjyVdfj6M/uwmuffvkNvOyZdDk5HR4ndPaiC0frpSPh0+eigW33gWJH5ZTJxgQEsVIbW0tjhxpJ+QIkSQJRqMRcXFx0Gq1HfYlGpAajgJ7VganEFfubruPQg2MPD8YCo66ANBwvU0iIiKivuzQD82bk1i01agxBtffS9Im4eFZD+P83PMBIBgOvvw9rO7mcHDSsEQ8ungcpmQnRbfoKPLV1eHYrTfDfeCA3JZ45RVIueP2Tq/d+uG78DiDYavOaMKiOx+AUsXohzrH7xKiXtQ0QtDv92PIkCFh5+Li4lr1lyQJBoNBnjJsMpk4ZZgGH3stsO+9YChY9l07nSQgd05w+vDYxYAhuZ1+RERERNSXlNvKsfaLTTAiBQBwOGU7IAHzs+fj4VkPw6w3A2gdDmqUCjy+ZAIunZoFhWJgT5U9+vNb4ClqDgeTr78Oab/6VadThB2WBmz75EP5eNriS6A1GHutThpYGBASRdDJU4Z9vuBfZgqFAhkZGWF/oGu1Wmi1WqhUKgaCRG4bcGBNcPrw4S+AgK/tfkMmB0PBCZcA8ZnRrZGIiIiIuk0IgfcOvYcX1/8TS+vvk9srhxThz/P+jAtyL5B/XmorHHzpmik4d2x6TGqPNk9JqfzevGwZUu+5u0vrB37/wUr43MHdn/Vx8Tht4eLeKpEGIAaERD3QXiB4skAgAIfDAaMx/NOb8ePHc6FYGrx8HuDwl8FQ8MBqwOtou19yHjDx8uAU4pSR0a2RiIiIiHqs0l6J3238HTYc34DJlefK7e74Riy/6u9INaTKbT8cqcdP/z24wkF3cfN6jEIE5A/LU+64Aym339alnxlt9XXY+enH8vH0iy+FRjcw12ek3sGAkKibKisrcezYsU77Na0hqGpj3QeGgzToBALBacO73wH2vQ8469vuZ8oAJvw4GApmngbw9woRERFRvyOEwIfFH+KPm/8Iq9cKABhRe5p8fs7cgrBwcENRDW5+bSscnuDmjYMhHBS+ABo+KJKP/ZV7gIAXqffcg5Sbl3X5Pls/WgWf1wMAMCQkYvL5F0a8VhrYGBASdcDlcsFqtUIIgbS0tLBzJpOpzWtOXkNQqVRGo1Sivq2+FNjyL2DPu0Dj8bb7aBOAcRcFpxDnzgEU/L1DRERE1F/VOGvw+42/x9dHv5bbEpypSLUPk49HTm8O/tburcAdb26Hxx8AMDjCQQBo+GAX/I3BEYMi4Id7zwqkP/QrJF9//Snd58SB5t2Opy5aArVWF9E6aeBjQEjUQlMg2PRqmjKsVqtbBYQGgwFKpRJarZaBIFFHHHXA3+cC7sbW51S64M7DEy8DRp4HqLhbNxEREVF/JoTAmpI1ePL7J2FxN0+dNaqNuMl7P+yhY/NQE5Iygkswrdp+DPe9swv+gAAA6NVK/PO6aZgzMiXa5UeVY2chbN9VQVIFpwJ7S9cj7b6fI+mKK075XkII+X18aloHPYnaxoCQBrWWgaDNZoPX622zn9frhdvthlbbHF5IkoSCggJuKkLUmYpd4eGgpATyzgqGgmMWAbr4WFVGRERERBFU66zF45sex+dln4e1zx4yG7/MfBDrXzwit42cHgyx/vNdKR79YK/cHq9TYfkNMzA1Jyk6RceI59gxVD71AdRZpwMAhNeBpEsmIumKpTGujAYrBoS9QJKkywFcD2AKAAOAnQB+LYTYENPCKEx5eTlOnDjRaT+DwQCTydTmeoEMB4m6oMWnmTBlALd8A5j4qSYRERHRQLK2dC0e3/Q46t3Na0zrVXrcN+0+XDxsKd56Yov8z8L4FB3GzM3Eb9/fg1c3NoeGKSYNXr1xJsZlDvwPkBve+xaqzJnysW6kxHCQYooBYe+4C0ARgNsB2ADcAOALSZJmCCF2xrSyQcbtdsNqtUKSJJjN5rBzJ+8o3ESv14dNGW5rcxEi6ia1nuEgERER0QBS76rHk5ufxCeln4S1T8+YjsdOfwxZcVn4bPleWGtdAABJIWHWVaNw8/9tw7eHauX+mQk6vH7TTOSltr3W+0AhAgLWdcfgOTYEkiI0CCVgRcpNF8S2MBr0mHz0jsVCCPlPOkmSPgewG8HA8OaYVTUINAWCTa+mKcN6vb5VQNg0KlCn0zEQJCIiIiIiOkVflH2BxzY+hjpXndymV+lx15S7cMWYK6CQFDj4fQUObq6Uz+edmYllH+9Gaa1DbivISsD/u3YaMhIG9sYaAZcPdW8fhGtfLYBgOCj8HkiBHZBU3HWYYotJSC9oGQ6GjgOSJO0BMDxGJQ1Y7QWCJ3M6nfD5fGHhn0KhwKRJk7ipCBERERER0Smocdbgma3P4KPij8Lap6RNwR/O+AOy47MBAI01Tqx784B8XpuhxwN7S9Ho8cltiydl4qlLC6BTD+yfy7wVdtS+XghfjVNuC9ir4fz+JZjOmBjDyoiC+nVAKEnSVADnAZgReg0FACFE68Xiwq/TA3gIwBUAsgHUAfgEwCNCiOO9UKcSwHQAn0b63oPZsWPHUFlZ2Wm/pinDLXd1asJwkIiIiIiIqGuKLcV4de+r+ODwB/AGmgdnaJVa3DnlTlw15iooFcGfsQL+AD5/ZR88Lj8AwK8E/mKvR6Oy+eey+84fhdvPzm9zvfeBxLGzCvUriiC8AblNobfB+vETgNcBgAEhxV6/DggBPALg4lO5QJIkHYAvAcwCUA7gfQC5CK4T+CNJkmYJIYojXOcdCAaRf4vwfQc8j8cDq9UKpVKJxMTEsHMGg6HNa1pOGY6Li+OUYSIiIiIioh7YXrUdy/csx1dHv2p1riC1AI+f8TiGJ4RPmNv26RGUH7LIx2u0HjkcNGiUePbyybhgQkbvFh5jQghYPi6BbUOLcUgSEH9uNtyH14bCQaK+ob8nJxsB7AKwJfQqBaDt5JqHEQwHNwI4XwhhAwBJku4B8AyAfwM4q6mzJEmJADr7U8shhChr64QkSTMB/BHA40KI3Z3cZ9BrCgSbXh6PBwAQFxfXKiCMi4sDgFZrCKrV6qjXTURERERENJAERABflX2F5XuXY2d167020/RpuGHCDbhyzJVQKpQQQqDa6sbhajsOFtbA+vFxNI0L3Kf2oVATHEk4PTcJz1w2Gdnmtgd8DCSufXVh4aCkUyH5itHQj0lGTaSHJRH1UL8OCIUQf2p53NmwZEmSNAiO5gOA25vCwdC9npUk6XoAZ0qSNFUI8UPo1Il58IkAACAASURBVBUAXuqklHVoESq2eF4ugiMUPwTw+07uMSi1DARtNhvcbneb/Ww2GwKBABQKhdymVqsxadIkjhAkIiIiIiKKELffjQ8Of4BX976K0sbSVueHJ+ThgqwrMFR1OsrKPbhv924UV9tQXG2H1e2DWgA/tWqRKII/u1mkAD4zeKFRKnDfglH42Zw8KBUDe0pxE7+l+edbZaIWqcsmQmXWx7AiovYNtmTlDAAJAA4LIba3cX4FgAIAiwH8AABCiL8D+PupPig08vBjBEc1Xi/aWgBvkCsrK0N1dXWn/ZpGCJ4cEAJgOEhERERERBQBFrcFbx14C28WvolaV22r80YxCoH6s7B7fy52bVIA2NPmfc51qpEYCP7cFoDAx0YvRg6Nx7OXT8bojLje/CX0aeoMoxwOCiHgKTsS44qIwg22dGVS6Ou2ds43tRf05CGhkYrvAjAAOEcI4ezkkpbX7m3n1Iie1BQrHo8HNpsNarVanhLcRKdrewt7nU4Hk8kkTxvmlGEiIiIiIqLeccJ2Aq/tew0ri1bC6Qv/0VUICT7rBHhq58HqGtbpvUZ7lJjoaY4ZlBMS8fh5wzAnPwVqpaKDKwcPf2Mjyn/zG1g/+1xuUxhNMayIKGiwBYTZoa/H2jnf1J7Tw+f8DcCZAJYBGC5JUtNqre52Ri4OGF6vN2wNwaYpw0lJSa0CwqZjrVYbtqkIA0EiIiIiIqLeVVhbiOV7l2Nt6Vr4hT/snAio4LVMg6d2DoQ3pdW1GqUCOWYD8lKNyEs1IS/FiKEaDfYu3w8PgvdKHx6PS249DQoGgzLXvn04dudd8B49Krep0tORfMMNMayKKGiwBYRNsXx7WwXZQ197Ou55PgAFgJdPaj+C4I7J7RJCjG+rPTSycFwP64q49gLBk1mt1lZter0eEydOhEaj6e0yiYiIiIiIBj0hBDae2Ijle5djU/mmVucVASOctbPgrZ8N4TchNU6LvKxgCDgi1RgMBFNMyErSQ9Ui+HM0evDxizvhcQbDQbVWifNuHMdwsAXviRMoveI+iNBGnABgnDMHmX/+E1TJyTGsjChosAWEUSGEyI11DdFQUlKCurq6Tvs1jRD0+/1QKpVh5xgOEhERERER9S5vwItPSz/FK3tewYH6A63OZxqzMDtlKVZvzILFElw+/69XnobFkzI7vXfdCTs+enEnrLUuuW3elaOQkDrwdyk+Fe6DB5vDQUlCyi/uQMott0BSMESlvmGwBYRNuxa39yeVMfS19XC3Qcrr9cJms0Gj0cBoNIada28NQY1GEzZlmCEgERERERFR9Nm9dqw8uBKvF76Ocnt5q/NJyjwoGs/Gwf15OCCUAJr31tSqOg+uju6rwyf/bzc8ruYpyhPPysLomRkRqb+/87WxKafSbMbQp5+CcfbsiD3HZbPBUlkhH5+8uSdRVwy2gLAs9DWrnfNN7YN2OyGfzxc2ZdjlCn4KlJKS0iogNJmCM7YZCBIREREREfUdNc4avFH4Bt468BasntbjX3y20cGNRxx5AKRW5+N0KkzL7Xja695vjmPd/x2ECIRCRQk4/ZJ8TJ4/DJLU+p6DjeWDD1D77y+gHXup3GaYNg2ZzzwDdXpaRJ/19Wv/gtPaCABQqtXIHN3nViejfmCwBYQ7Q1+ntHO+qX1XFGrplCRJiQASQ4fqQCAQ8We0FwierK01BE0mE9cQJCIiIiIi6iOKLcV4Zc9/8OHhD+ET3rBzQijhs0yCp24eAu7WI/ySjRrMHJ6MmcOTcWHBECQb2/45TwQENq46jO2flcltKo0C5904HnmTUyP7C+qHAm43Kp94Eg1vvw318LPldnV2NjJ/+3NIqsjGMKU7t2Hv1807Is++9CqYkrimIZ26wRYQfgvAAmCEJEmThRA7TjrfFO1/GN2y2nUXgEebDmprayN68+LiYtTX13faT6PRwGQyQQgR9kmQJEkMB4mIiIiIiGKo0eXFij0bsPLwayhzbWl1Xvi18DbMhKfuDAhfgtyeGqcNBoJ5Zswanoz8NFOnI/+8Hj8+//c+FO9onjpriNdg0e0FSMuJj9wvqh87fu+9sH3+Rat2bV5exMNBj8uJz/75gnycNnwEpi++JKLPoMFjUAWEQgiPJEkvAPgNgBclSTpfCGEHAEmS7gFQAGCdEOKHWNbZwnMAXgm9X2s2m0ee6g18Ph9sNhu0Wi30en3YObVa3eY1arU6bMqwVqs91ccSERERERFRhPj8AZRbXDha58DRegfK6hw4UmvH7vpvUa34FEpDWatrAt54eOvOgKdhJhDQITNBhxmhQHDm8GQMTzGe0lRgu8WN1X/bhaojzbPLzENNWHR7AeKS216ffjCyr1svv1dndr7JS0989/braKyuAgAolEosuOVOKE7aGJSoq/p1QChJ0iIAj7Ro0oTaW+7X/gchxMctjh8HMB/A6QCKJEn6BkAOgJkAqgHc2KtFnwIhRAOABgCQJMnblYVGmwLBpinDTqcTAJCRkYGhQ4eG9Y2Li0NVVRUDQSIiIiIiohizOLwoq3OEvY6FwsDj9U74As0biEDhgGHYK1CaynByHOR3p8FXdyZGm+Zh2thUTM1JwpTsJGQm6tFdNcds+PjFnbDVu+W27PFmLFg2Hhpdv44VIk6I5v9PCRdfDNt3Db32rMIN6+T3My6+FGm5eb32LBr4+vvv5FQEg72TzTypj0wI4ZIk6WwADwG4CsASAHUIjtR7RAhxrHdK7R1+v18OA202GxwOR5v92lpDMD4+HhMmTGAgSEREREREFCUNDg++KKzCwUprWBhodfm6dgOFA4bsl6HUHw9rjhOjMSftUiwZfS4mD0uCQROZH/eP7KnFp//aA+9JOxXPuSwfCiV3y+1QL//n8bqbA9tRs+b07sNowOvXAaEQ4hU0T8E9leucAH4bevVbhw4dgsVi6bSfWq1uMwRUKBQMB4mIiIiIiHpZo8uLz/ZW4sNdJ7ChqCZ8NOApSEvwIZCxHG5Fczg4PW0u7px6CyalFUSqXNnur4/hm7cOomlQnCQBZ1w2EpPOGRbxZ1EPcedo6qF+HRAOdJ3tYqxsZ20BtVoNk8kkTxnW6bgeBBERERERUbR4fAGU1Nix94QFa/ZUYN2Banj8gU6vM2iUyE42YFiyAdmh17BkPbKTDYgzePGLr25BYd1Ruf+1467F/dPuP6W1BLsiEBD4dkURdn3ZPMFOpVViwc/GI7cgJaLPGqgUiTlwFdpjXQZRlzEg7Ns63MU4Li4OdXV1UKlUYWsIMhAkIiIiIiLqfU1B4MFKK4oqrSiqsuFgpRWltQ74OxglmGLS4sxRqRieEgwDmwJBs1HTZthncVuwbO0tKKwrlNuuG3cd7pt2X8TDQY/Lh89e3ovS3c0/fxoTtVh0ewFSh8VF9FkDktoI7fjFUOfOga/WKzerIriRSyDgx/Y1H8LrdkXsnkQMCPu2DncxTkxMhMlkYiBIRERERETUy2psbmw8XIuiKhuKKq1dCgJbSjZqcMGEDPyoYAhmDjdDqehasNfgasCyz5Zhf91+ue36cdfj3mn3RjwctFvc+OiFnag5apPbUrPjsOi2AhgTuTxVR0RAwLG1EsazH4VCYwo7Z5icivgFORF5TkNFOT556X9xfP8+uU2pUiEumSM7qWcYEPZhne1irFKpoFLxfyEREREREVFvOlBhxSV/+xZ2j7/zziEqhYThKUaclp2IHxVkYvYIM9SnuKlHNMNBAFj/34Nh4WBuQQrO/9l4qLVtL29FQZ7jNjS8dwieo9awcFCZpELSpWOhG5HYwdVdIwIB7PhsNda/sRy+FpuTGBISsfC2u6EzmTq4mqhzTJeIiIiIiIiIOvDF/sp2w8GmIHBUehzy00wYlR6HUekm5JiN0Ki6v41tW+HgT8f/FPdMvadXwkEAaKxxyu/HnTEEZ149BooujnQcrFyH6lHz7z1AiyUmhc8F9/4PMez5u6GNQDhoqarE2n88j7I9u8LaR58+D+feeAv0cfE9fgYRA0IiIiIiIiKiDvj9zdOIs5MNWHraUIxKj8PIdBNyexgEtqXB1YCb1t6EA/UH5LbeDgdPljMhheFgFzj31oaFg94TP8C96y0IVwMk5T09vr+lqgKv/epOuO3NG57o4+Jx7s9uw+jZc3p8f6ImDAiJiIiIiIiIOtByB+Ip2Ym4+7xRvfaselc9lq1dFhYO3jD+Btw99e6ohYN0ClqsQWmcNQQVD78M+HwRu/2RXTvCwsH86bMx/6bbYExMitgziAAGhERERERERERhrC4vNh6uxYZDNdhQVIPiGnvnF0VAm+HghBtw9xSGg/2BohfWagz4m6e2Dxs3ERfd+2t+L1CvYEDYh0mSlAigacECdSAQ6Kg7ERERERERdYPXH8DOow34pqgGGw7VYMfRhnZ3J84xG3ulhqL6Ijz0zUMMB/sx4fMBvfhzu0qj4fcC9RoGhH3bXQAebTqora2NYSlEREREREQDgxACh6vt2FBUjQ2HarCpuA42d8fTQnPNBiyYkIGb5+VFtI4fKn/A8r3Lsf7Y+rBzN064EXdNuYuBUD9i37ipOSBUq6FMSenxPT0uZ+ediCKAAWHf9hyAV0Lv15rN5pExrIWIiIiIiKjf+2RPBf7w0T4cb+g4eEk0qHHGiBTMGZmCOfkpGJZsiFgN/oAfXx39Csv3LMeuml2tzjMc7J9c+wvl98nXXQulydSj+1UWH8Kmlf+Vj41J5h7dj6gjDAj7MCFEA4AGAJAkyatQRHZnLCIiIiIiosHmwZW7YHF6W7VrlApMy03CnJEpmJufivGZ8RHfxdftd+ODwx/gP3v/gyONR1qdH5U0CssKlmFBzgKGg/2Ybvx4pN15Z4/u0VhThVV/+j28bhcAQK3TY+qiiyNRHlGbGBASERERERHRgOTxBXCgwordxy3YfbwBu45ZwsJBvVqJa2ZlY87IVMzITYZeE/lNJgDA4rbg7QNv443CN1Drar101MyMmbhhwg04PfN0BoP9jPCHrzkoGQwY+szTkDSabt/TZbfh3f/5HewN9cF7KhS46O5fIWVYTo9qJeoIA0IiIiIiIiLqF4QQsHv8aHB40ODwBl9OD+odXlhCbfUOLyxODyoaXThYYYPH3/6mERsePBtmk7bX6q2wV+DVfa9ixcEVcPrCpzQrJAXOyzkPN4y/AeNTxvdaDdQ7fPX1qHvtI7jL0iGp9MFGIZDx8MPQ5OZ2+74elxOr/vQYao+VyW3zb7oduZOn9rBioo4xICQiIiIiIqKoE0Kg2upGldUtB33B0C/01Xny+2Dw5/W3vbvwqdCqFLjtrPxeCwcP1h/EK3tewZqSNfCJ8M1PtEotluQvwfXjrsew+GG98nzqPe6iItS99jqs63ZBP+1WSOpgOCgCfmjzjEhYuqTb9/a6XXjvT4/hxIF9ctvMpT9BwbkLelw3UWcYEBIREREREVGvCQQETlicKKqy4VClDYeqbCiqsqKoygarq+OdgyNBo1Rg7JA4TMxKQMHQREzMSkB+mglqZWTXeBdCYGvlVizfsxzfHP+m1fl4TTyuHHMlrhxzJcx6bjbRn4hAALb161H/6muwf/cdFMl5MMy+s0U46INCtQtDHr2721PEfR4P3n/6CRzdt1tum3jO+TjjJ9dE5NdA1BkGhERERERERBRxR2rteOT9vdhaWgeHxx/x+8dpVUg0qpGo1yDRoEaiQYNEvVp+n2RQY1R6HEalx0Gj6r0NH70BL74++jWW71mO3TW7W53PNGbiuvHXYWn+UhjUkdsJmXqf32aHZdUq1L/+OjxHgpvKSJq4sHAQCCDpkhyYZp3d/ef4vPjwf/8HR3Ztl9vGzT0b5y27g2tSUtQwIOzDJElKBJAYOlQHAu2vnUFERERERNSX/H1dMdYfrO60n0mrCoV6aiQZNEjQn/w+GPYlGtRI0Affx+vVER8B2FVCCBRbirGpfBM2ntiILRVb4PA5WvUbnTQaN064Eefnng+Vgj969ycBux3Vf30BDStWIGCzhZ1TxA9tDgeVEszXToR+THL3n+X34+Pnn0Lxti1y2+jZc7Hg1rsgKWLzPU6DE/+U6tvuAvBo00FtbevdroiIiIiIiPqiaqs77DgzQYf89Djkp5owMt2EkWkm5KeZkGjo/m6v0VJpr8Tmis3YdGITNpVvQrWz/eBz5pCZuHH8jZidOZujv/qpisefgGXVqvBGhQJx554D04KrYdsQ3AlbmajtWTgY8GPNi8+i6Pvv5Lb86bOw8I57oVD2zo7aRO1hQNi3PQfgldD7tWazeWQMayEiIiIiIoLHF0Cd3SO/au1u1MvvPah3eFBr82DfiUb5mocXjcVNc/NiWPWpsXls2Fq5FRtPbMSm8k0othR32F+tUOPc7HPx0wk/xXgzdyTu79xFRfJ7RVwcEn/8YyRdczU0WVlwFdXDtmFPj58hAgGs/ftfsf/bdXLb8NOmYdGdD0KpYlRD0cfvuj5MCNEAoAEAJEnyKji8mIiIiIiIosDp8eO/W8qw90Qj6kPBX53dg3q7B1b3qW8solP37dFQXr8Xu2p2YVP5Jmw6sQm7a3bDLzpeN3Fs8ljMGjILs4bMwmnpp0Gv0nfYn/qnIY/9HvELF0b8vmV7dmHvus/l4+yJk3HRPb+GSq2O+LOIuoIBIREREREREcmEEHjso334v+/LInK/FJMW88emR+RekSKEwKGGQ8FAsHwTtlRsgdPn7PCaoaahwUAwcxZmZMxAsq77U0upH+mlaeIVxc2jFFOzc7Hk/oeh0vT96fY0cDEgJCIiIiIiGoS8/gDK6hw4XGXD4Wo7Dlfbgq8qGxpdnY8SNGqUSDJqYDZqkGzUtHivRbJRHfqqwfjM+D4xgrDCXiEHgptObEKtq+M13hO0CZiRMQOzhszC7MzZGBY3LEqV0mCTPHQY1FpdrMugQY4BIRER9S5vx5/GExERUXQdqrLioXd3Y3tZA3wB0Wn/aTlJuGZWDpJDQWDTqy+Efh2xeqzYUrFF3m24tLG0w/4ahQZT0qfIowTHJI2BUtG3f41ERJHCgJCIiCLLXgsc2QCUhl5V+2JdERER0aBnc/tQVutAWZ0Dt7z+Q5euMRs1OH98Bh5dPK7Ph4FNPH4Pvjr6FVYdWoVNJzZ1uI6gBAnjzOPkQHBy6mToVBzFRUSDEwNCIiLqGUddcxhYugGo2tt+X/OI6NVFREQ0CLm8fqzeXY6SGjvK6hw4UuvA0ToHau2edq8ZnmLEiFQjRqSagq80I/JSTEgy9p/10A7UHcCqQ6vwUfFHsLgt7fYbFjdM3lhk5pCZSNAmRLFK6i9EoOMNaogGIgaERER0ahx1wJHvgNJvgoFg5Z7OrzFlACPOAc7+de/XR0RENIhd9veN2H28/YDsZP+9eRZm5Zl7saLeY3FbsLpkNVYVrUJhXWGbfZK0SZg5ZKYcCGbFZUW5yv7F5wnEuoSYET4frGvXovY//4F7X+vvJ2+1A47tVXDsqI5BdUS9jwEhERF1zFkfCgQ3ACXfhALBTtYrMqUDuXOB3DnA8HlAcl6v7QBHREQ02NjdPnl0YFmdPfTVgT3HLah3eNu9TqNSYFiSHjlmI7KTDZg/Nr3fhYP+gB+bKzbjvaL38EXZF/AEWo+M1Cl1OD/3fCzJX4Kp6VOhkBQxqLT/Obq/Dg2VDvk4zjw4plv7GxvR8M4K1L3xOnwnysPOSfpE+N2ZqPzrdniP21pdq4zXRqtMol7HgLAPkyQpEUBi6FAdCAzeT3OIKIqcDc2BYOk3QMVudBoIGtOA4aFAMHcuYM5nIEhERBRBheWN+OOa/dh7ohE1NneXrvn5vDzkp5nkQDAtTguFon/+/XzMegzvH34f7x96H+X28jb7FKQWYGn+UlyQewFMGlOUK+zfhBDY/H6xfDx0VCJShg3s/4aeo0dR9+prsKxciYDDEXZOMqTAOO8WSLps2De2MSJXArTDE5B4MZfPoYGDAWHfdheAR5sOamtrY1gKEQ1YLkt4IFi+C50HgqnNIwRz5wIpIxkIEhER9aInVxfim6KaLvVVKyX88pyR+MW5I3u5qt7lDXjxaemneK/oPWyu2Nxmn2RdMi4acRGW5C/BiESGNd1VursWlSWN8vHMi0dAGsD/tnNs24ayG26EcJ8UtqtUiF+4EKrcS+A92no0rnqIEYbJadBPToUqofujBysOHcTerz/v9vVEvaHbAaEkSdf15MFCiFd7cv0g8RyAV0Lv15rN5v79NzwR9Q0uC1C2CShZHwwFK3YBopMRyoaU0HThuaFAcBQDQSIioiiqsLjCjjVKBbKS9chJNsgjBHPMwVdWkqHf7DrcnmPWY7h/3f3YU9t6rWOlpMTcrLlYmr8Uc7PmQq1Qx6DCgUMEwkcP5kw0Y8iIgb15i3XtZ2HhoCIhAUmXX46ka66GOj0dlS9sBxAMCJUJWhhOS4PhtFSo0409eq7f58XGFf/F9++/A9FihqB5WHaP7ksUCT0ZQfgKOh1i0iYpdB0Dwk4IIRoANACAJElehYJrZxBRN7gag4Fg6TehEYI7uxAImptHB+bOBVJHMxAkIiLqJf6AQLXVjRMWJ8obXCi3OHG8ofn9CYsL1dbmMOPZyyfh4slDoeyn04U788WRL/DIt4/A6rWGtefG5+KSkZdg8YjFSNGnxKi6gefQtirUtlhfb+ZFeTGsJjqEzye/N517LoY+9WcoDIbgOa8fwtW8i3HCouEwFKT2+JlVpcX45G//i+ojJc2NkoSpF16EGRdf1uP7E/VUTwLCx9A6IBwB4BoADgBrAZSG2nMAnA/ACOB1AId78FwiIuqI29oiENwAnNgBCH/H1+iTWwSCc4DUMQA/lCAiIup1L28owdOfHoDT28nf1S1kJxsGZDjo9Xvx7A/P4vXC18PaFw5fiKvGXIVJqZMG9LTXWAj4A/j+w+bAasSUNKQOi4thRdGnycqSw0Hn/jo0fHAY/rrmEbuSsmf/Jg74/fj+/RXYuOL/EPA3B5MJ6Rm44Na7kDV2Qo/uTxQp3Q4IhRC/a3ksSdJIAN8jGADeJYSoO+l8EoJTZhcDmNXd5xIR0UnctpMCwe1dCASTgJwzgjsM584BUscyECQiIupFQghY3T5UNbpQ2ehGZaMLx+udeOazg12+hyQBiwsyMSU7qRcrjY22phQbVAY8OvtRXJh3YQwrG9gObK6Qdy6WJGDmRcNjXFFsBFw+1L1zEK694ev+q8w6aIfHd/u+bocDK//ntyg/uD+sfdJ5F2LeNTdAo9N3+95EkRbJTUr+B0A9gBuEaP2TqRCiXpKknwE4GOr74wg+m4ho8HDbgKObmwPB49s6DwR1ieEjBNPGMRAkIiLqJQ6PD29sKsPu4xZUNrpQZQ0Ggg5P56MEx2TEITNRj8xEHYYkBL9mJuiRmahHerwOGtXA+/v7i7LQlGJP85TiUUmj8MyZzyA3ITd2hQ1wfm8AWz4qlY9Hz8xAUkbP1tjrrxq/PBoeDioA0xlDET8/Gwpt92OTQ1s2hoWDJnMKFtxyJ3ILTutJuUS9IpIB4VkA1rYVDjYRQvgkSdqE4HRjIiLqCo89GAiWNI0Q3AYEfB1fo0sAcuY0byySNp6BIBERUYQFAgJOrx8Ojx9Ojx8Orw9Ojx+//3AfdhxtOKV7pcVpsfnX5w6qKbQunwvPb3u+1ZTiS0ddigenPwidShejygaHfd+egDU0lVahlDD9R4Nj9GDA6YTnyJGwNr+leY1P9VATki8bBXUPw1IhBKw11fJxSnYurvj9n6A1DM4Qlvq+SAaEegBDutAvAwD/pCciao/HERohuCE4SvD4D50HgtoEIPeM0CjBOUD6BEDRv3cvJCIi6m17jltQWN4YFvIF3/vg8PjhCrW3POf0NJ93+zrZ9KsNKoWE9Hgd0uK1SI/TIT1ei6FJelwyJWvQhIMBEcDqktV4ftvzqLBXyO0GlQG/nf1bLMpbFMPqBgePy4etq0vl43FnZCI+ZWBPdxVCwPrJJ6h86in4TpTL7ZI+PJ7QTzB3Oxz0+7w4tm8vDm/bjMNbv0djdaV8Lj4lleEg9WmRDAh3AZgrSdJ8IcTnbXWQJOlcAPMQXKuQiIgAwOtsEQhuAI5tBQLejq/RxgM5pzdPGc6YyECQiIjoFLyz9SjuX7Gr158zf2warp6ZEwwE43VINmigGIAbjHTV9qrteGrLU9hdszusfVTSKDx95tMYnjA4RrHF2s4vjsLR6AEAKNUKTLswN7YF9SJPWRls69aj8eOP4dyxI+ycKi0NCRdfDNsmdztXdy4Q8KNo83c4uPk7lO74AR6no81+Kdm53X4GUTREeg3C9wB8JEnSmwDeAtA0bjcHwOUArgYgAfhjBJ9LRNS/eJ3AsS3NU4aPbwX8no6v0cQFA8HhTYFgAQNBIiKiHvjqQFXE76lXK6HXKKFXK2HQKDFvVCp+tXAM1D3cBXUgOGo9iud+eA5rj6wNa1cpVLhm7DW4ffLtnFIcJY5GD7avLZOPJ507DMZEbQwriizh8cDxww+wrVsP27p18JSUtO6kViP5umuRcuutUJpMsG3a37pPFxzdtxtfvfL/UH2kjWeEpOeNxKhZZ2Dqoou79QyiaIlYQCiE+ECSpNsAPAvgpwCuP6mLBMAN4BdCiA8i9Vwioj7P6woGgk2bihzb0sVAcHbzxiIZBYAykp/pEBERDTxCCNjcPtTZPai1e1Br86DO7kaNzYM6e/BVY3Ojzu5BcbVdvm5EqhGj0uOg1wSDPYNGBZ266b0y7L1erZL7NQWCBo0SOpVyUI8MbI/VY8U/d/0Trxe+Du9JMyTOyzkPd0+5G8Pih8WousFpy8cl8LqDWwfojGpMWZAT44p6LuB0onH1Gti+/hr2775DwG5vt6/prLOQ9uAD0A7v/mjVxuoqrHv93zi4aUOrcyq1BtkTJ2HE1JnImzIdpmRzt59DFE0R/WlTCPF3SZJWOpiQhQAAIABJREFUA/gZgDkAMkOnygF8A2C5EKI0ks8cyCRJSgSQGDpUBwKnvsYJEcWA1xUcFVi6IThK8NgWwN/JtAWNCchuEQgOmcRAkIiI6BT8Y91h/PXLQ7C5O1m3tw0/PT0X187OjXxRg5gv4MOKgyvwtx1/Q727PuzcePN43D/9fkxNnxqj6gav+go79n5zQj6edmEutPr++2/OgMuFhrffRs0//wl/dU27/bQj82GcNw9x8+fDcFrPdhB22qx4/dd3w9loCWsfNXsuxs45CzkTJkGt42hY6n8i/ieBEKIMwKORvu8gdRda/Lesra3toCsRxYzPHVw3sGlTkWNbAJ+r42vURiB7VmjKcFMgqI5OvURERAOM3e3DM2sPwuM/9Q/Us5L0OH98Ri9UNTgJIbDh+AY8vfVpFFuKw86lG9Jx55Q7sShvERQSp13Hwqb3iyECAgAQn6LDhDOHxrii7hEeD+rffge1//gHfNXVrc5LOh2MM2fCdNaZMM6dB01W5H6d1aXFYeFgRv4onH39zcgcNSZizyCKhf77UcHg8ByAV0Lv15rN5pExrIWImvjcwPFtoSnD3wBHv+9CIGgIBoK5oUAwczIDQSIiolMQCAg0OL2osblDLw9qQ+9PNLjCwkFJApIMGiQbg68UU/Cr2aiF+aT3w1OMXCMwQorqi/D01qfx3Ynvwtr1Kj1+NuFnuG78ddCrBvZOuX1ZRbEFxdubw7RZS0ZAqeqf3/vHH3gQ1k8+CWuTtFokLFmCuHPPgWHGDCh6aRRfU8AKAHEpqbjqD09DUvTP/45ELUU8IJQkaRyAZQBmAEgB8L4Q4oHQudMBTAPwuhCiLtLPHmiEEA0AGgBAkiSvgn/oEMWGzwOc2BbaVKQpEHR2fI3aAAybGZwyPHwekHkaA0EiIqKTeHwB1NrdqLV5UG0Lfq2xuVFjdaM2tF5gja153UB/ix/MO7Lndwtg1HIsRLTUOGvwtx1/w8qilQiIFkEtJCwduRR3TL4DqYbUGFZIQgh8t/KQfJyWE4f8KWkxrKhnWoaDkkaDxCt+AvNNN0GdFt1fk1KpYjhIA0ZE/9aUJOkeBHcobrqvQDAkbOl/Edys5B+RfDYRUcT4PMCJ7c0jBMs2dx4IqvRAdigQzA0FgipNdOolIiLqo6wuL9bsrkC5xYVauzss8KuxutHoOvX1AjszKy+Z4WAUCCFQ6ajER8Uf4V+7/wW7N3xTiBkZM3D/9PsxJpnTLvuCkp01KD/cPC129iX5kPrZpjrC74dt3Xo0vPVWWHvOq/+BfvLkGFVFNHBE7G9OSZIWAXgaQAmAewFsAFDVso8Q4jtJkqoBXAwGhETUV/i9LQLBDUDZJsDr6PgalS40QnBuMBQcOpWBIBERUQtCCCx58Vscrm5/N9Hu0CgVSDFpkBKnhdmoQYpJC7NJixSTBkMT9ThnbP8dFdUX+QI+HLMeQ7GlGMWWYpRYSlDcUIySxpJWoSAA5Mbn4t5p9+LMrDMhSf0rgBqoAv4ANq46LB/nTDQja3RSDCs6dQ0rV6L6hRfhKy8PP6FSQZOXF9VanLbGqD6PKFoi+dHaPQDsAM4TQhQDaO8vhB0ARkfwuUREp8bvA8p3ACXrWwSCnfzwotQCw2YEpwvLgaA2OvUSERH1QxWNri6Hg3FaFcymprAv+DUlFPqlmLTNYWCcFnFaFYOnXuDyuVDaWIrihuKwMPBI4xF4A95Or0/QJuDWSbfi8tGXQ63gsip9Sc0xGxoqgx9+SxIwe8mIGFd0ajylpSj/zcOt2tU52Ui7514o4+OjUkf1kRJsevctHNz8rdzG6cU0kEQyIJwKYFNTONiBGgBzI/hcIqKu8ziA5RcA5Ts77tcUCObOCY4SHDoVUPfOQsdEREQDkThpucCfnp6L1LgWoV+LMFCnVsamyEHI4rYERwFaisPCwBO2ExDo2hqPLaXp07Bw+EIsK1iGBG1CL1RMPeXz+OX3xkQtzENNMaymcwG7Ha4DB+DaVwjX/kJYVqwMOx+3YAGSfnI5DLNm9XpAFwj4UbL9B+xc+zFKdvzQ6vyIaTN79flE0RTJgFADwNqFfmkAIr/YCBFRVxz5ru1wUKkBskKB4PC5wNBpDASJiIgi6JEfjYOyn6151l8JIVDlqAqfFhwKBGtdtad8P4WkwFDTUOQl5CEvIQ/DE4YjLzH4NV4TndFbNHD56uthefdduPbuhWtfITxHjrT+hCFEmZqCrOef6/Wa/D4vtq35EDvXfgxLVWWr8+asbMy85CcYM5tjn2jgiGRAWAJgUkcdJEnSACgAcDCCzyUi6rqWm41oE4BZtwRDwazpgFofu7qIiIiIemhPzR68UfgG1h1dB6u3K2M3wmkUGuQk5MhBYFMYmJuQC62SS6tQ5AkhcOTKq+ApLe20r8JoRMZDD/V+UQC+fvVl7Pj0o1btKdm5mP3jKzByxumcXkwDTiQDwg8APCBJ0j1CiGfb6fMAgFQAz0fwuURE3ZOUDZz961hXQURERNRtXr8Xnx35DG/sfwO7qnd16RqT2hQ2ErApDBxqGgqlgtO9KXpcu3a1GQ4qDAZox4yBbuxY6MaNhW7sWGjy86HQRGdTwPKiA/J7SaFA/rRZmLxgEYaNL+AaqDRgRTIg/DOAqwE8JUnSTACrQu3pkiQtBbA0dL4EwAsRfC4REREREdGgUuOswYqDK/D2gbdR7axus0+KPqU5CEzIk8PAVH0qQw6KGc+RI2hcvRqNn30G977CsHNDnnwS+tMmQ5OT02dG6C245U6MP/PcWJdB1OsiFhAKIeolSZoPYAWAywBcGjp1QeglAdgHYIkQ4tTHuxMREREREQ1ye2v34s3CN7GmZE2buwuflnYarhpzFU4fejrXB6Q+x7ZuHY7e8QvA2/p7Vzt6NBIvWRqDqjqm0nB6PQ0OkRxBCCHEQUmSJgNYDOB8ALkAFACOAfgMwEohhL/9OxAREREREVFL3oAXXxz5Am8UvoEd1TtanVcr1Fg4fCGuGnsVxpvHx6BCoo4JIeA+cABHf35Lq3OaESMQd958JF9/fQwqa83R0ABrbdujcokGsogGhAAghAgAeD/0IiIiIiKifq7G5kaFxYVGpxeNLi8anT40urywOL2hNh8anaHj0HmLs/UIITo1da46rDi4Am/tfwtVzqpW51P1qfjJ6J/g0lGXwqw3x6BC6g9cdl/snr1vH+refBP2bzbAVxm+G7Ck02H4yhXQjhgRo+ratv3Tj+CwNMjH+ri4GFZDFD0RCwglSfoRgDUcIUhERERENHC89PVhPL32APwB0e17GDRKcMW7riusLcQbhW9gTckaeAKeVucnpU7C1WOvxvzs+VAr1TGokPoLt9OHb1cUyccJqfqoPdtXU4OSn1zR5nRiqNXI+c8rfSYc9Hmbf5+JQEB+P3nBIgwbNzEWJRFFXaR3Ma6WJOkdAG8KIb6L4L2JiIiIiCgG/vNdaY/CQY1SgTvOyYdCwYiwI76AD1+UfYE3C9/Etqptrc6rFCoszA1OI56QMiEGFVJ/I4TAujcPoLHGBQCQJGDGRXlRe7774MHwcFCSoJs4EaZ58xB/4UJo86JXS2dqj5UhHgnysSnZjAU//yVyJ0+NYVVE0RXJgHAVgAsB3AbgVkmSSgG8gWBYuD+Czxk0JElKBJAYOlQHWnySQUREREQUDS5f8wShtDgtzCYtEvQqxOvUiNerQ19VSJDfqxGvUwW/6tVINmig1yhj+Cvo22qdtVh1aBX+u/+/qHRUtjqfok/B5aMvx2WjLkOKPiUGFVJ/dWBTBYq2NH9PTf/RcGTmJ3ZwRc/5bTY4tm6FY/P3sG/4Rm5XpaVh+HuroEpO7tXnd5e/RZCZNCQT5zxwF3RGUwwrIoq+SO5i/GNJkuIR3MH4agDzADwM4DeSJG1DMCz8rxCiIlLPHATuAvBo00FtbW0MSyEiIiKiwe7l66djYlZC5x2pQ16/F+uOrcP7h97HhuMb4BOt14grSCnAVWOvwvk553MaMZ2yhkoH1v33oHycOTIRUxfm9uoza195BVXPPNvmlGJVenqfDQdPFp+aznCQBqVI72LcCOBlAC9LkpQJ4CoEw8KpoddTkiR9BeB1IcSrkXz2APUcgFdC79eazeaRMayFiIiIiIi6SQiBfXX78P6h97GmZA0a3A2t+qgUKizIXYCrxlyFgtSCGFRJA4HfG8Cn/9oDnzs4+ldrUGH+DeN6ZZq/CAT+P3t3Hh3JWd/7//1UVe/dUmuXZkazj+2ZMR4veMMYY2wCZrEJEDAk4EBCbviFBH7J+d2shNwsh+yBBBKSEC4k95IEk7BDMAFDIMYb3mc8tmfXjEZrq6Xeu6vq+f1RrVa39qWl1vJ9nVOn9qeeniPL6k89C8XTp8k98SRDf/hHs15jdXXR8f731/3ZQoj6qvssxpO01v3AnwJ/qpQ6iBcUvg24HXgFIAHhArTWSSAJoJQqGYbR4BoJIYQQQojNTmtNpuhUZix2nOWPPyhgODvM1059jS+d/BInkidmvaYz3MkbD7yRt1zyFjrCHWtcQ7HZ/PBLJxnpS1f2X/GOg8RagysuV9s2xbNnyT97nMLxZ8kfe5bc00/jplIzrg0ePkzzG95A5Ibr8e/fj1LrcwxSJ12kcDJJqBRudFWEaLhVCwinOQscA54D9oBMYiaEEEIIIUS9FW2XbNEmU3TIFmrXqXypHPrZlfBvImd76+rtXIkVzEmy5TmuQ1+qj6OjR/naqa/xQP8DONqZcV3ADHDbztu4a99dXN9zPaYh4zSK5dFaMzaQpe9YgnPHRjl3NFE5d/nLtrP3qpWFzoUTJxj4/T8g9/jj6EJhwev9+/ax+/P3rttQEMCZKJD43PMUTngteYNUBYTSLkdsUasWECqlTODVeN2M7wTCeMHgWeCzq/VcIYQQQgghNotc0eHfHjvPqeHMtODPJlt0vGUyCCzalFaxtZ+hoLMpsGrlbzRaawYyA7yQfIETyROcGDvBieQJTo2fouDMHaJc1XkVd+27ix/b/WPE/LE1rLHYTArZEn3PjtF3bJRzxxKkx2b+zLVui3DTm/ev+FnDf/Uxsg8+OPcFShHYv5/QlUcIHTlC0x13rOtwECDz8EAlHKxWcLLk4/kG1EiIxqt7QKiUugmvO/GbgTa8UDAB/B+8sQf/u97PFEIIIYQQYqPQWpMrOaQLNum8TabgkCqUyBQc0oUS6bxNurz98ftPNrSuEb9JU8hHPOzn7df10tW08m6KG9FobtQLAZMneGHshcp2ppRZ1P3dkW7u3Hcnd+67k11Nu1a5tmIzcl3N0NkJr5Xg0QSDp8fR87wPaGoP8qr3XI61yBnE3WwWe3QUe2QEZ3QUe8TbtkdHSH3zmzXX+vftI3jZZQQuu5TQ4cMEr7gCM7qxJvVws1MTAxlhixF9kefPPsjF3Cmue8lbGlgzIRqnbgGhUurDwN3ATrxQMA98Hi8Y/IbWs0zNJYQQQgghxCb04KlR/vnhcyQyRdIFm0w5DEyVt9eiC2/QZxDxW4QDJmGfRSxo0RTy0VRZ+2gKWeW1j+Zpx6JBC5+5tfrapYopTiZPeq0Cyy0CTyRPkMgnFr65ikKxs2knRzqOcOe+O7m2+1oMtbX+LcXKpccKnDs2St+xBH3HExQy83+lbu+NsvNQK72H2ujZ14xpzf8zl7r/foY/8lFKfX242eyi6tTz+79H/M1vXvRn2AjCV3fRd+oHnD12rNFVEaKh6tmC8FcBF/gOXij471rrmaOVCiGEEEIIsYnlig7v+cdHSeXr+378tVf0cKinibDfrAR/Eb/l7Qdq12G/hbkKM5ZuJsl8kgf6H+B44nilm/BAZmDJ5XRHutkf38+B+AH2t+xnf3w/e5v3ErS2ZmtLsXx2yeHiC+PeOILHEiT652+hGor56D3Yys5Drew42EqkeWlDAAx86Hewh4YWfb0KBom87GVLeoYQYuOoZ0D4K8C/aK0v1rFMIYQQQggh1r2S45IpjwV4cii96HDQNBTRgDW1BC0iAYtYwCISMIkGvJZ8tx/s5Iod8VX+FJtf30Qf3+n7Dvf33c/jQ4/janfR97YGW9kf9wLA/S1eILgvvk/GERTLNn1ykf7nk9iluX8mDUPRva+Z3kNeKNjRG0PN8iKg2NdH/tizOGNjOMmx8jqJPTaGM5b09sfGcDMzA0izpQWrvQ2zrR2rrc3bbm/HamsnevNLsTpklm0hNqu6BYRa67+oV1lCCCGEEEKsJdfVPHp2jESmWA767ErX4EzBqTpW3i7ve+MG2hTtub/Uf/TuK4kGvOCvOgiMBiwClrHuB/PfyFzt8szIM9zfdz/3n7ufk+MLj+kY9UUrIeBky8B98X20hdrWoMZiKyjkbB756mlOPjY06+Qi1Zrag+w81EbvoVZ2XNqCPzT/V/jUt7/N+V/8JXAXH34D7L73XoKXXYry+ZZ0nxBi81iNSUos4LXAdUA78JDW+lPlc9vKx47JmIRCCCGEEGK9+Kl/eIgHTo7WvdyupgB3Xbm97uWKueXtPA9dfIj7++7ne+e/x0huZM5r20Pt3NBzA5e0XOKFgS0H6Ap3SWgrVk0xb/OVv3yCwdMTs563AiY7LonTe6iNnYdaae4MLennMXXft5YWDhoGLW97G6EXXb74ezaZU489wpmzjzW6GkI0XF0DQqXUS/HGH+zFm6hEAz7gU+VLbgQ+B/wE8O/1fLYQQgghhBDLMZIu1DUcDFgG0YBFRyzAB26/pG7lipnGC+P0pfoqy7HRYzzQ/wA5OzfnPfvj+7m191Zu7b2Vw+2HZfIQsWbsksPX/+bpGeFgzeQie5sxfUv7mdSlEsXz5ymePkPh1KnKcf+uXQQPH8aMxzFbWspLHGtyu3zcCG698TKTQ4OVMGTs4gXy6anpE3xb8N9DCKjvLMaHgP/ACwT/CvgBXhhY7StAFngTEhAKIYQQQoh1wJk2pfA1u1oqXYEjAW/Cj6kuwt5EIJGARcQ/OU6gVXXMxNpiM/+uJq01w7lhzk2cq4SA51PnOZfy9ieKs7fCqmYqk6u7rublO17Orb230tvUuwY1F6KW47h88++PcuG5scqxQzf1cN2de5c8uciksX/5VxKf+QzFvj6wZ3bQa/7xN9D+8z+/7DpvZqnRIVqYOWxA6/ZeDlz/kgbUSIjGq2cLwg8CQeA1Wuv7gBlNobXWRaXUY8BVdXyuEEIIIYQQdfPP77kBvyUh31qxXZuL6Yv0pfoqwV91GJh38ksuM2yFuWn7Tdzaeys3b7+ZeFAmeBGNo13Ndz7zLGeemurufsl1Xbz8Jy+bdZKRxbBHRxn43d+dtztx6IorllX2llD1XijS0srr3vmrtO/cTUvPNgzDbFy9hGigegaEtwIPT4aD87gAHKnjc4UQQgghxBbkuJps0SZbdMgWvclDcqXyuuiQKTpT5wveOlN0yBXt8tohU7QXPeOwWL6cneN86nxN+De59Kf7cbSz7LLDVpjeWK+3NPVybde1XN9zPX7TX8dPIMTyaK35r395nucfHqwc23OknVfcc3DZ4SB4AWFNOGgY+LZvx79nN/7du4necguRl0hLuMWIxlu49MabG10NIRqungFhHOhbxHURvG7IQgghhBBii9Naky06jGWLJLMlktlSebtY3i6RzBUrx8ezJZK5EpmCTWGemYOXyzQUMj/Fyrja5UTyBI8MPMLDFx/mmZFnGMoNrajM1mArO2I7KkHgzthOemO97IjtoC3YJpOKiHXrwS+d4pn/ulDZ33FZCz/2s4cx6zgUgQoGueThhzD8EooLIZavngHhELB/EdcdZHFBohBCCCGEWMe01hQdl6LtLYXyOldySGZLjOeKXsCXLZHMFmeGgLkS49kSRaf+Qd9yveHK7fhkDMEl0Vpzevw0Dw88zMMDD/PowKOMFcYWvrGKQtEV6aoJ/ia3e2O9RP3RVaq9EKvDdTUPfuEkj3/rXOVY154m7vj5F2H56tyF1TAkHFwyeakgxHT1DAi/A7xDKXWr1vr+2S5QSv04Xoj48To+VwghhBBCzCOZLXLfscFKq7vJQK/ouBRKjreeFvJVztvO1H7V+UI5GFwvTEMR9pmEy5OKhP0mEb9FyG8SCZiEfN6EIqHy8bB/6rrJ7faYn0u7Yo3+KOue1ppzqXM8PPAwj1x8hEcGH2EkN7LgfZZhsSM61Qqwulvw9uh2AubyJmoQYr3JZ0p86x+Ocu5YonKsbXuU173vCP5gfb6C62y2LuVsJW62RO7YKNmnRognWxpdHSHWnXoGhH8IvBX4olLq14AvTJ5QSrUAPw78KZAB/ryOzxVCCCGEEGWuq0kVbFL5EhM5m2S2yNs/+VCjq7UosYBFc9hHS9hPPOwjHvbTEvYRD5W3Iz7iIT/NYR+xgFUJ+0J+k4BlSDfTVdSf7uehiw953YYHHmYwOzjv9QrFwbaDXNd9Hdd2X8v++H66wl2YMvi/2ORGL6T5+ieeZmI4VznWui3Cne+/kmBkZSNtFc+dI/Wf3yb1nW+Te+zxlVZ1SyleSDP8yafROW/MWVXVgrDkLzWqWkKsK3ULCLXWx5VSbwP+CfhYedHAPeUFIA+8TWt9ul7PFUIIIYTYLFxXVybN8JYSqbzNRL7ERNX+ZPg3tV8+lrdJFxo74YahIGCZlYAvHvLREvHRHPLCvpawvyYEbClf1xzySdfedeofnv4HPvrYR9HV037O4tKWS7m2+1qu676Oa7qvocnftEY1FGJ9OPn4EP/56WexC1OT7uy7qoNX3HNwRS0Hc08/zcUP/jaF48dnPR84sJiRvrYm13bJnBsh+U/PoXK153J2mtPpp4kc2daYygmxztSzBSFa6y8qpS4H/l/glcBuwADOA98C/kxrfbKezxRCCCGE2AhS+RL3PnqeM6OZmpBvoir0Sxds3PkzmBW74/JuApaBf3IxTQI+A7/p7QfKy+T5gGVWzvmrzgUmz1m191oS8m06n332s7OGg/vj+yuB4Iu7Xkw8GG9A7YRoPO1qHv7qaR79+pmpgwquv3Mv17x614pbNw/98Z/MGg5anZ1Eb3sF7e9974rK3yz6n3+WgZMnmBgeIHtxjG2JXbTQiamsGSMOfufiZxnJnyfa1s6bXva2htRXiPWmrgEhgNb6LPCBepcrhBBCCLGR/d5Xj/G5R8+v6TMjfpNY0EcsaNETD/FLr9jPi3e3rmkdxMZXcAuV7Tt238Erdr2Ca7uupS3U1sBaCbE+5NJF/vN/P8u5o6OVY/6QxSvffYjdL2qvyzPs0aqyd+0i9upXE7v9NoKHD6MMeSkD8OhX/p3v/Z9PVfavaLmF9vjsLQMfHP4qO15+Jbdc8z/YcegwprWyrt9CbBZ1DwhF/Sil4sDkq1if666fgcCFEEIIsTRP9o0v6fqgzyAW9NEUtCohX9PkOuSNwRcrn2sK+crbU9dEA5a05hPLZrs2I7kRhrJDlJyp8bnuufweDrcdbmDNhFg/Lp5Ict8/HCU9NhWit3SHec17ryDeFV6VZ3b95m8QfdnLVqXsjezkYw/X7AfNSGXb1S4pO0HOTGN3wes++NsEI5HpRQix5UlAuL59APjQ5M5o1ZsjIYQQQmxcd125jSt2xCvhX00IGPIRDVj4LQn3xOrI2TmGskMMZYcYzA4ymBmsbA9lhxjMDDKSH8HV8nJaiNloV/P4f57jwS+eQleNC7HnSDu3//Qh/CH5ml0vWmtK+Ry51AS5iQmyqXFyExPl/XFyqQmyExMMn/GmOVAYHD54C9vNy7zpUYHwzd30vvZlMpGVEAtY9m8updQpvElIbtdany7vL5bWWu9b7rO3kI8Any5v39fW1naggXURQgghtiytNbarKdqutzjT1tO2C1X7pfI6kS1Wynv9Fdu4/VBXAz+R2Iy01kwUJ2YN/QayA5Xwb6I4sazyLWXRE+mpc62F2Fjy6RLf/swxzjw91XjDMBQ3vnEfR27rXXQIpW0bO5HATWdwM2ncdBonnfb20+maY/bQ0Gp9nHXFsW0uvnCcs08/wbmnn2RiZIhcagKnNPcswwYmLYEudgUO0t65g67Qbvz5QM01/lBIwkEhFmElrzZ2l9e+afuiTrTWSSAJoJQqGTK+hBBCCLEkzw2k+MqT/WSK9owgr+SUg7x5gr7qIFCv8uQhQszHcZ1Kl9/B7GBlmQz9JlsE5p18XZ8b88foCnfRFeniJy75CVqDMoal2LoGTo3zzb9/pqZLcbQ1wKt+9nK69zbPeo8ulbATYziJUezRBM7oCJkHfsj4l760vEpswqBr4MTzPPiFf6Xv6FMUc7kZ5w1lEjabiFjNRHzNhC1vO2a1EA94k5DMRflNggfl95YQi7HsgFBrbcy3L4QQQgjRSJmCzZv+5gHSBbvRVZnhQFe00VUQa8RxHbJ2lkwpU1nSpTTZUpZ0KV1zfPr56v1EPlHXLr8KRXuona5wF53hTjrDnXRFurwwsOpY2Lc646gJsdEMnZ3gC3/2GK4z9bZo94vauO2nD2EV04z+w6co9fdjj47ijI5iJxI4IyM440sbf3Y+KhgkdMUVdStvPXBsm3/78IfIp1OVYz4jwKH4S+gI7CBsNRGylvj/TEsR2BsndFkrocNtmM2Bhe8RQsgYhEIIIYTYnE4NZ1Y9HPSbBj5T4beMqcU08FsmfssgYBr4LFU+ZhD0mdxxeQ+72mRw9PVsMaHefAFf9T05e2ZrmNXmN/yVwK8z3El3uHtGCNgWasNnyMydQixW37OJSjioDMWNb9jHla/0uhSffud7yB89uuyyzXgcIxotLxHMSLR2PxrFiMaI3fYKzObZWypuVIVMuhIOhswYnZGd3ND2uqUVYhn4d0Tx74wR2N1MYH8cw2+uQm2F2NzqFhAqpRLA01rrW+pVphBCCCFEPfgtg3e9ZHdVgOctvvJ2YNrxyW2fWT437fjktoxptH7MFuotpdVeo0O9xap0+S0/CH79AAAgAElEQVS38psMAauPxQNx+dkUos6qJyPZf00nV/3YTu94qbSocNAIhzHb2rBaWzHb27FaWwldeSXNb7gLZW69MKuYy9L/wnOcfepxdkcv5/KWlxKx5gk/FZjNAcx4AKsliNkSwIoH8W2L4OuJoEzp0CjEStWzBaEFnK9jeUIIIYQQdRH2m/z6aw42uhqiDp4YeoJPPfMphrJDGybUm+Q3/ER8kRlL1Bcl7AsT9UVrz/kjRCxvuzXYKl1+hVgn5svf297zHvy7dmK2tmG1tWK2tWO1tmCE5b9dgInhIb75iY/Qd/QZtHYxlcUbdv4S1hwtmptfu7fcTdgvIaAQq6yeAeFRYHsdyxNCCCGEEKLGbz/w25weP71mz1tuqBf1Rwlb4cq1EV8EnyldeoXYiBzHZWJkagIgDbi5HG4mM2OMwZaf+kl8XTJL/Vwe+8aXOffMU5V9S/lrwkGzNUhgVxP+XTGCl7ZitQQbUU0htqR6BoR/BfyjUuqlWusf1LFcIYQQQgghADifWrjDykpa6lVfK6GeEFuDk05TOneOYt95Sn3nKF0cwE2nKWbynM13c1IdJGfGKtenvvwlnvvjf2pgjTeu3MRUoOoPhdl5yRGYmDrf9YGrZfxAIRqkngHhD4BPAt9USn0S+ApwDsjPdrHW+lwdny2EEEIIITa5nJ1DMzUO2Idu/BB7m/dKqCeEWBTtujjj42QfeYTxL34Je2SE0rlzOMlkzXUlK8T57bdwfvutlPyxmnPKdegcemzW8lUggBGRWeonuY5DOjHKxPAQE6PDpEaGGTj5As2+drpDezhw4AaaVCvO7JGBEGKN1TMgPIPX2loB7ysvc9F1frYQQgghNhDbccnbLvmSU7V4+7lp24VZjuVLbtVxb39yu2C75IoOmeLqzmAsVkfRKdKX6uPsxFnOTZzjbOosZye8ZSg7VHPtNV3XsKd5T4NqKoRoNK019sAAdiKBkxjDSY7hjI15+2NJnETC2x/zjjvJJLjunOUV/E307biNC9teimPVdm1VrkPX0CPsOvctItmBqROGgRGJYLa00Pbud2NGt+4s9SPnzvDo177I2MV+UiPDpBOjaF377709fAk3bX+7N5FSgppwUAVMGWdQiAaqZ0j3X1D1SlcIIYQQm9ZYpsiXn+xnNFOkUA7mZgZ7LnnbIVd0yNvlc+XtkrO2fzIELemutJ7Yrk1/up8zE2e8ELAcAJ5LneNi5iKunvsL/CTLsGgNtq5BbYUQ65FbKHD2ne8k/+RTC1+8gHwgzrndr6a/+0ZcVfsV2TQ0B3Y5HDps0dR5O0bkLsxoFCMSwYhEUMGgzBpe9pW/+EMS/bMPA6FQxHxtvLTrx2c9b0Qsml+9B2XKv6UQjVK3gFBr/fJ6lSWEEHVTSMHoSRg9AYlTcEaGSBWiHt7xqYd45sLEwheuA6ah+Ombdje6GluOq10GMgOzhoAXUhew9fJaePoMH7uadvHOQ++kOdBc51oLITaK7IMPLj8ctCzM5mZKOy7l4o3v4oUXSrjTXlwFIhZXvHwHV9zaSzAqwxYsxmzhYG/kIJe0vJi4rwOLmf+OrW+/DP+OGGZLQIJWIRpMuvkKITa+Ug4SpyFRDgJHT3pL4iSkB+e+z5BfgUIsR67o1D0c9JsGQZ9B0GcS8psELbOy7y0Gocr2bMeMmnOhqvNt0QCtEX9d67sZaa0puSVydo5sKUvOznnb9tT2jKU0+/FkIcn51HmKbnFZdTGVyfbodnY17WJX0y52Nu2sbHeHuzENaREqxFbn5nJTO6aJb/t2zJY4VksrZksLZmsLVkuLt93S6p1r9c7lXT8Pfvk0zz84gHu89vdUqMnPVa/cyeGbt+EPyt+Ki+VkSmwL76c10EPYjNG753KsMQPm6THQ/q7DBC+VluBCrBd1+42nlDoF3Ku1/tUFrvsw8Bat9b56PVsIsQU4JUiem2oNOHqiHAiehPHzLGuEg8vfVPdqCrEVvfHq7cRDfkJ+g6DlBXwBn0nQMqrCPpOQ3yBQPh+sOh+wTExDWg0shtaaglOYM7DL2llypXlCvTkCvcnF0c6afRaFoifSMyMA3NW0i23RbfgMabEjxFahtUYXi7iZjLek05VtJ53GHh7GHhzCHhykNDiIPTiIPTQ1Jmnw4EH2fP7eRT/v6x9+hKGzqZpjkXiAq1+1k0M3bcOSWXQXpLUmf2yU/AtJCqfHsQez3NxV9bf1CMz4+1yBryuCvzdG8PI2CQeFWGfq+UpkN9CxiOvay9cKIUQt14WJC7Xh32QgmDwL7jInHLBC0LbPW1r3Qdt+6DkC3ZfXt/5CbFG/8ZqDtEcDja7GuqG1Ju/kZ7TEmzPUm+OaSshXFerlnfyixudbTzpDnTUB4M6mnexu2s2O2A4CpvzcCLGZuYUC41/+MoXnnp8Z/mUzOJkMbiaLm8mAvfyJpcym2MIXVRnuS1e2Y21Brn7VLg7e2IPpkwkyFqIdTak/zdBfP7Gk9/PhqzqJ//h+DAlfhVi3GtFmOgKUGvBcIcR6oDWkh6Z1By6PD5g4BXZ+4TJmY/igZbcX/k2GgW37vUAw1gOG/MEnxHy01tiuxnY0tuviuJqSo3Fcb9877u2nCxt/dmBXu+Tt/Owt7UqzhHTztMKbfk3ezqM3wbxtPsNHyApVlrAvXLNfOW5NO+4LEbEibI9tZ2dsJ2FfuNEfRQjRIIlPfYrhj/7lqj7D6umh7T3vWfA613HpOz7GCw8Pot2p39F3/tKVxLvk99R8tOOSeWSA/PExCqfH0YXZW5vn7DQjhfNMlBJc/cY3EN3ehtkUwGwNYkakVbgQ692aBYRKKQO4FLgVOLdWzxVCNEhuDEZPVbUGLHcLHj0FxdTC989KQXxnbfjXth/a9kLzTjBlnBix9rTWFGyXouNSKLkUbMfbt10Ktkuh5FSdcyk6DnY5eCu5GsdxvWCuHL5NBnST+yWnOqxzKyHebMHd5LV21bnqfccpP9PV2FXPtR0XdwPmWa52SRVTJPIJkoWkt84nGSuMVbYThQQThYkZrfTyzjJfRqwzATMwa2g3Y/HNDPMq277Z77FknFYhxArlnn5m6TcphREOe7MEl2cLtlpbsbq7sbo68XV1YXV24evuwurqwojF5pzcQmvN4OkJnn94kBM/GiSXmtZORUFQgqtZ2cUiYxcvMHr+HO6DKZqG554U6qnE9+jLPEfaHqscu+HKnybU2b4WVRVC1MmK/vJTSk1/dXCPUuqehW4D/m4lzxVCrBPFzNRkIJPh32QgmB1dfrmxnnIAuLeqReB+r4WgJd3RxBTH1eUgzpkK5MoBnRfOTQZ300K7mhDPqbquXFZVoFdbdu09Bcfb38oMBSFffboLlZwSY4UxxvJjNaHfWH5sKgAsJCvnxwvjazpm3nIFzeCcgd18rfDmPV9eZLIOIcRGEbn5ZiI3XO8Ff5UlWl57gaAZiaBCIdQKen44JZf+E0nOHh3l9BPDTIzM/kLIFzS59rV7tvwMxXaxSKL/PKPnz1WW5PkBjKSm1d9Fi7+HndHLau5xtEOi0M9Q7hxn0s+QtpM1503LIhiNruXHEELUwUpfDfcxNfLATiBLeTjSWRSBfuDLwOq2MxdC1I9dgLEzM7sDj56A1MXllxtqre0OPNkasHUvBOQPis0mkSny3eeGyBadmaFbyWtVt2AgN0urvNI8M+OJ+lIKfIaBaSgsQ2GZipDP5B037iYSmPnnhNaaTCnDWH5sRuhXfax6O11Kz/LktbFg19k5WtnNel+5K27YChO0ghhKhjgQQmwuWmvciQnsoSFKQ0M4IyPYIyPYwyPYo6PYI8M4IyMUz/VV7one/FJa3/nOVanPxEiOc0dHOXs0wfnnxrDn6AJrWIpdh9u45Lpudr+obctPRvL4f3yVY5/7JjGzhZivjZivlYO+qwkHY9A9+z0vTDzGk4nv4uja1piGaREIhwk1NXPNa+4iEI6swScQQtTTigJCrfXuyW2llIs3i/G7V1opIcQac52pGYJrugOfhPE+WO6A+P6Y1/23pjvwPi8EDMusZVtFpmDz8j+5n4n8xh+3brF8psJvGgR8JgHLwG8ZBCxvBl+fqbBMA5+pMA3DC9vKgZtpGPgM5YVwpsKqCeS8a01D1d5rqvJxo2pb4TOXeG+lDsoLAsvnrPI5Y9osw9lSlm+e+SYD2fv48EOzh34ld22GHDaVSTwQpyXY4i2Blsp2PBAnHogT8UXmDPQkxBNCiNllH3uc/DNPl2cOLs8iPDSIPTSMzuWWVJYKhepaN601T3/3As987zxjA9l5HgzbL4lzybXd7L2qQ7oUV8n9x0Vu6XzLoq8vxR22v+5q9jS9jEA4TCAcIRCO4A+HsXz+Obt6CyE2hnoOLnMrMFDH8oQQ9aQ1TPRPmxykHAgmTsNyv8ibgXJX4KqJQSYDwWin1+xIbGlP9CXXNBycCuO8QG56QFfZ9hleiGeZBHxG1XXmHNte4OcFf7XlV5ftt7xgbrN7z7few1PDT61K2SErRGuwdSr0qwr8ZtuO+WMS8AkhRJ2N/fM/M/C/frcuZfn37yN22211KWvS0NkU3//X52c9Z/kMtl/Wwq7Dbew50kG0RYaomc02/965T/oV/h1NBHpj+HbE8PdGMZsDEgIKsYnVLSDUWn+vel8pFQBagYLWOlGv5wgh5qG1N/ZfTXfgySDwFJTmebs6H2WWZwjeN3NswKYdMkOwmJeu6gUc9Bm8dH9HVcC2cIgXsKpDObMmAKyEeOWwz28aM1q6ifrL2/lFh4MK5bXiC8bnDPpaA63Eg/FKKBi0gqv8CYQQQiwk/f0fLHiN8vmwOjuxOjow29uw2tux2juwyttmWxtWRwe+nh6UWb/uvI7j0v9C7bh38a4wuw63sfPyVrYdiGPVaXzczUxVvVwzL40QvaQLX0cYqyPkhYHyN5UQW0rdp6dTSv0c8F7gRXgTknwGeHf53BuBnwL+p9b6RL2fLcSWkR+fCv2quwOPnoTC+PLLbe6tCv+qJgeJ7wRTumOIletqCvLJe17c6GqIFdLUjv34pgNvoifS44V95ZCvNeiFfs3+ZplIQwghNiJ3aoiZ0NVXE7nhBqyurqmZhLu6MFta1qRFmWO7DJ2Z4MILSfpfSHLx5HjNOIMdO2O85TeuXfV6bGbWi5uJvWh7o6shhGigugWESikT+DxwJ1ACngUOT7vsyfI1PwL+oF7PFmJTKuWqAsCTteMDZoaXX26ksxz+TRsbsHUP+Oo7NowQYmv4xat+kbZQW6OrIYQQYpU03XEHre/4qTV/7uiFNA/82wkuvJDEKc09JnZ7r0xwtxA3Z5M7OkppKENpIIs9mMFUdW8vJITYwOr5G+F9wF3A14Gf0VoPlicuqdBan1RKnQDuQAJCIcAuQvLstO7AJ2D0FEycX365webasQCrZwoONtWv/kIIIYQQYlPQjoOTTGKPjOKMjmAPr+CFdJ18/1+f58LzyVnPGZaia3cTOw+1cuS2nWtcs41FlxwG/uwR3PTsY0JrrVFBae0vxFZXz4Dwp4FB4K1a68w81x0Drqnjc4VY31wHxs9PjQVYHQaOnQXtLFzGbHzh2vCvujVguFUmB9mkXFdTcl0cV1NyNI6rsR0X29XYjsZ259muWZeXqnsd162UWXJdHEdTcr3jlXtqnjVXubXPGM8WG/3PJoQQQmw5bi6HMzaGk0xWFruyP+6tR0exy4uTSNR0K14PUmOFyrbpM+je28S2Ay1sOxCne08Tll9CrcXInUnOGQ4W3QLHkw9xY+xda1wrIcR6U8+A8FLgvgXCQYAM0FHH5wrReFpDenDa5CDl7sGJ0+AUFi5jNoavdobgyQCwbR/EeiQEXKZ8yeHkcJqiXRu0TYZitcFadSjmVkIv776p+6fOTSvTqd6fK7zz7p8ezNWGd945rRf+fOuZIT+zQgghxKoa/fSnGfn4X+OmUnUr0793T93KWq7XvPdF7Dwkw1ksR+JCX2W75BY4mnyA8eIIE8Vhsk6Krr0HiHf1NLCGQoj1oJ4BYQlYzLSDO4H6/d9KiLWUTczSHbg8WUgxvbwyleFNAlId/k22CGzuBRncv67GMkVe+5ffp3883+iqbEm3XCLvh4QQQojl0FqTfeghimfO4IxP4IyP40yM446PV/bt4WGvJeAKqEAAq63Nm4G4rY3oy28hcuONdfoUK6iXvGScQbsaXXBw8zZu3kHnbdycjZu3cRJ5SkNZ7KEcDE214Sm5BYLXd9DecinRllZibR30Hn6R/PsKIeoaEB4FrlFKxbTWswaASqlO4ErgwTo+V4j6KqRrxwKsDgNzY8svN7Zt9u7ALbvACtSv/mJePzo7tqnDQZ+pMA2FzzAwTYVlGFiGwjJVeT21bxoGPqN8vWmU1949pqnK54ypMsvXVMqqlD3zGZNlTT7DMg1awj6u2tnS6H8isQSudsmUMqSLaVKlFOlimnQpTSK/si+fQggh5ufm81NjAY6OYo+MMPDbH1pWWUYkghmPz760tWK1tWO1e2Gg2d6OEYlIWLTOlEZypO7vwx7NlUNALxTURQeW2LukpIrc/jPvXZ2KCiE2tHoGhP8EfBz4hFLqXVrrmkGnyrMcfxwIA5+p43PXHaXUPcAvAvsBH/Ac8Mda639paMXElFIexk5Paw1YXtIDyy833DZtYpByi8DWveCP1K/+Ytlsd+qvKNNQtEX8swZfk6HYVPhVXleumxa0TQvRJsO16tCsJryrLmd6eFd1bnp4V/sMo/x875ih5O26mOK4DumSF+ili2lSxRTp0tS6JvSbFgBOns+UMuilfvMQQgixJLlnjpL4zGco9ffjjHiBoJteZs+UKrFXv5ptf/xHGH5/HWopGmn8q6fIH1/ZyzmtNROlEY6XHuUwP16nmgkhNpN6BoR/B/wE8DbgJUqpb5aPH1FKfRR4HbAHuA/4v3V87nrUAnwReALIA28A/lkplddaf7GhNdtKHNubIXhyLMDK+IAnYbyPJb9umxRoKo8LuH9aa8C9EJLWURvJpV0xvv7+mxtdDSFmsF17RmhXHexND/hmC/qydnZN6toWbKMpILOjCyHEcmjX5cIv/RKl/v4l3Re65hoC+/djNjdjNjdhNDVhNjVX9q32dqyOjT2sh11y0K68pAKwR3MLXqP8BkbQQgUtjKCJ2eTH6gzj6wyTSPfzbx/7HRxtE2vb2D8XQojVU7eAUGvtKKVeA/wZ8LPAz5VPXVVeHODvgfdrvdGH2Z+f1voj0w79p1LqSuAn8YJDUS+uC6n+2vBvsjvw2BlwZ5+ta0FWcGpykMrYgOVAMNIhk4MIIZbl7MRZ7jtzH+OF8blb85XS5OyFvwistZAVIuaLEfFHiPliRP1R2oJtvPWyt+IzfI2unhBCbEi6WJw3HDSbmzHb27Ha2rDavS7Aza95DaErr1zDWq5MMW+TS5UoZEsUMjb5bIlCpkQ+a9esC1mbfGbqnFNaXzMqrxex23YS2NuMUQ4CjZCFClgoc+7vJ4ljQzh6md+LhBBbRj1bEKK1zgO/oJT6HeDlwG7AAM4D92utl/ZqbHMZxetuLJZKa8gMzzI5yClv217meHKGBS27qwLAvVOtAZu2g2HU9WPUg9bebLa2q3HL264LzuS2Lp8rz7Lr6PK29mbCdauuc1wWvMdxp5bKPeXzlXsq9dA15yrluFSe62iN48x8hjvtWY6mpj61dZjlHl3+d5hef2fmM+RFtGiUVDHFm7/8ZvLO2o+BGbbCRP3RSrBXvV055osS88eI+srny9sxf4yIL4Jl1PVPBiGEELPY9id/gn/PHm9MwNZW1AbpHlzM2YwP50gOZRkfyjE+7K2TwzlyE8WFC1iEYGRrfZVy8zZ2Io+TyOPmpsI9/84YwX3xBtZMCLFZrcpf+1rrYeDe1Si7mlLqGuCVwHXlZXv5+fM271JKhYBfB+7Gm1U5AfwH8EGt9YU61s/CG3PxjnI931SvsjcDrTUTORvbdXG0RmfHIXESc8xbrORpfMlT+MZPYxaXN/G1RpEN9ZCK7GIivJPx8C6SwV7GwrsY93dh45sKmpIad0xjuxlc97lZwjJwXHdG4OW6tUFVTRhVDtSqA7iasGzyWNUzZoZlU+c3d9vbtee31l8ILDav44njSw4HFYqILzJ7gDcZ8E07FvFFvGPle6K+KKbMhi6EEBtC5MYbsNrbG1oH13HJZ7zWfPlMiXx62rpm2yaXKpJPl1atPpbf4NLru2nvja7aMxpFOy72aB57KEtpOFdeZ71QMCst/oQQa2vNmwOUZzL+Za31r9WhuA8Cdy3x+UHgO8ANwEXgS3gtHd8FvE4pdYPW+tRKK6aU6i6XD1736v9Ha/2NlZa7WYylC/z5X3+MKya+yx5jgN1qgHY1sezyhnSc07qb0243p3UPZ3Q3p3QP53QnhbwfZkw+nC4vYqsyDcXd1/Y2uhpiC9BaU3SLpKpedER8Ee6+9O55g76oP0rEF8FQEmQLIYSor2Le5uh/9TNyPjUj8CvmViGYUhAIWQTCFsGIj0DE522HfQQi5WNhi0DYVz5fPhe2sPwb8yWXW3RwJoq4EwWcieLUkiriTB4bK7Ck7i0K/D0y8aEQYnWsWUColOoF/ifwbiAI1CMg/CHwFPBIeTkDBBa457fwwsEfAj+mtU6X6/fLeOMnfgqve/RkveNA9wJlZrXW56YdGwGuBWLAq4GPKaVGtdb/tuCn2gKefPR7/F72d5f0E5jUEU7rHk7pbs6Ug8DTupszupsModWr7AZlKC8EM5Q3K65heLPdmqq8rcr75aX6+urj0683yrPsetdNu6fq3pp7Ktca3rqqzMnyqsuZunfqnupnVM6b05+hKtdahoFRrt9sn7kp5CMakC6TYm6O65C1s2RKmcrYgJlSprJMzvabKXrb2VK2cs30tT1tPNRmfzMfuOYDDfpkQggh1pq2bezRBPbQEPbwkLceGqJ0caAh9Xnsm2f50TfO1rVMy2fQ3BmiuTNMc0eI5o4Q8c4wzZ0hws0BDGPzjuFdGsyQ/kE/diJXCQJ1wVl5wZaB1RrAaglitgYJX9WJ2bTQ113of/44fceeJnGhz1v6z6+8LkKITW9F346VUgZeN91XAZ3AEPAN4HNaa7d8TS/wIeAdVc/7wkqeO0lr/UfT6rNQff3A+8q7vzAZDpbL+nOl1D3ALUqpa7TWPyqfuhv4mwWq8j2qQsVyeTbwaHn3fqVUK/BhQAJCIJJ4dtbjGR3gjO7mjO7hLD2cVT30qW30qR7SZlNtiKQUlqnomhY2TQZQpjE9OJoWftWEUcweVM0bljFH0FZ7bSWcU6o26JpeZtW9ljEz8Kr+zNMDtun3GGrh/x6E2IwmW+uli9OCumKajJ2phHnV5yrb086t5kQhzYHmVStbCCFE45WGhhj52MfJHz3qhYGjo97kegtZozGwR88v3JPGMBXBiI9g1GvV5y0WwajXAnDyWCjqo6k9RLjZvyX//tRaM/pPz2KPLPPvBgOs1hBWRwhfZxirI4zVHsRqDWFEfaglBqvHvn8/3/jYn815PhRrWl49hRCb3rIDwvL4el8HbgOqf2v9FPATwJvKgdvH8MbhU3gz+P6O1vqpZdd4ZW4CmoGTWuvHZzn/eeAK4PXAjwC01p8APlGHZz+B141ZTNNn7aTz7o9jtO8jFOvhsGlwuNGVEkKsqbq11itmsNfxLH0KxbboNt531fsWvlgIIcSGNfqJvyX5uc8t6Z7QkSNYra2rVKO57b+mkz1XtleFgF4o6AuYWzLwWzJXzx0OKjCifsxmP2bMj9nkx2wKYDb5MZr8WPEAVlsIVcdxsc88+dic55o7u3jp295Zt2cJITaXlbQg/AXgdiAPfBo4ited9g7gDUqpTwDvwQsG7wN+TWv9xIpqu3JHyuu5fmtOHr9iFZ79Erwu0PNSSh2d49S+utZmHZkwWujd/7JGV0MIsYoeuPAA3zjzDVLF1Jq31quHgBnwJgvxRSuThkSsCBF/1TFflLAvXJkYpPrc5PmQFZIvW0IIsQUUz/fNetyIRrE6O8tLB77J7Z4eorfcUvd6aK0p5R3y2RKFrE0ha1PM2qSThco1PfubueTahUZUEtNpx8UZK1CaFg62vPkSfN1hLwSM+FHm2v5/X1e1VO09fAWHbr6V1u07aN3WSzC6+SZ6EULUz0oCwrvxJt+4RWv9SNXxP1RK/Q3wPwAN/H9a67nbOK+tneX1XIMwTB7ftZKHKKXux+tKfBxvvMW7gLcDP7eScoUQYiMazAzy3m+/F1cvomtVHRnKmDXEmwzsqmcHnh7wVZ8L+8L4DN+a1l0IIcTm0fqud9Fy91uxOjowwuFllaG1JpcqkUkWvAlFyoFfMWdTyJbIZ20KGW+7mLO9/WyJYtZGL2EODDE37bikH+gn/9wY9mgOJ1nwvu1OEzwQx2xeeJzAtbDz8iNcfusrG10NIcQGsZKA8CDwwLRwcNKf4AWEx9dROAgw+cokO8f5THkdW+FzngR+Eegtl3kMeL3W+qsL3ai1nrV3bbll4aEV1ksIIdbcqfFTSwoHg2ZwRog3Pdyrack3xzlprSeEEGI98PXuwL9r/vYHxbxNKpEnPVYgXbVOjeVJJwqkkwWc0uq8aGvplllxFyN3dJTxr52e9xoj6sOIrt1LRe26pJMJUiPDTIwMkxoZZujMqTV7vhBic1lJQBhj7i6zk785n1xB+RuW1voDgExPKYQQ08QDcd5/9ftnBHzVLfiktZ4QQoit5JGvnebRr53BdVe3qZ8vYBIIWwTCvvLaYufhNnZc2rKqz90s7OFZhkNRYDYHsFqDWB0hIjdsQ5n1nWjGaz06wdjFfsYuXqha+kle7McuFee8V16UCiGWYiUBocLrYjyD1lqXfxnlV1D+apicrmuutv2Tr89Sa1AXIYTYELTWFJwCBadAzs5RcArk7Tx5J++tq7Znu+bcxJBWmOkAACAASURBVLlKWTF/jDdf8uYGfhohhBBifXBKLvlsiYe/Mn+rtGq+gEko5qsJ+QJhH4GQRSBSG/4FQuXtiEUgZGHUObjaygL748Tv2ofVEqzrBCMAfcee5vyzz5C82F8JBfOZhWedns2OQy+qa92EEJvbSgLCjWjyW+qOOc5PHj+7BnURQohl01pTdIszArq8k6dgF2r2J6+ZK+CbbX/6dUIIIYQoT/pRcCgVHIo5m2LeoZi3KeW8dTFvU8w5jKgj5A9sx7aCHH8mDn/2WPnc1D2uPbPFoBUw6dwZI9oaINYSJNoaJNoSIFZe+0OWtApbA1prnPEi9lCW0lAWeyhL4WSyct6M+vB1LG88yensUonRvrMMnj7J/f/7b+dtETiXYDRGrL2DpvYOYm0dxNra2X3kajp3761LHYUQW8NKA8J7lFL3zHFOz3Nea60bEU5Odnm+eo7zk8efWoO6LEgpFQfi5V2f667tAP9CiKWZHtrNF8gt9fhs+3q2kbHXuas75/r1K4QQQqxvzz8ywPf/5QXymdLCF6uDsL28nQASyfmuBsAwFe/6o5vwB7daG471ZeK7faTu70MXZu0s51lhq8FiLstDX/gcp598jNG+s7jOPM8qC0QitPRsLy/bpra7e/CH6hNWCiG2tpX+32e5r68a9drrv4FxYJ9S6kqt9RPTzk/2e/vK2lZrTh8APjS5Mzo62sCqCLF52K7N8cRxcnZu/qBuWku8gl0g58x+fHJ/I4Z2S2Uqk6AVJGgGK+uAFZixH7JCBMxA5VhPpIdX73l1o6svhBBCLIrWGnd8nNLgEPbQEA99IUc+a9b/QQpCUR9Xv2qXhIMN5mRKTHzzzKyzE09SAZPI1V1LLtt1HSaGhkhcPM9//PVHyE2Mz3v9niuv4ZIbb64EgqFYk7QeFUKsqmX/H0hrveEGsdBaF5VSHwN+E/i4UurHtNYZAKXULwNXAN/TWv+okfWs8hHg0+Xt+9ra2g40sC5CbAo5O8cbv/RGzqfPN7oqdTUZ2gXMmcHc5PHpod5Cx2vKqQr+ZBIRIYQQG43WGl0q4WYyuJksbjaDzmZxMhmcRAJ7yAsBS0ND2OVAsDCSJK9CFP1NFP1NZC79SbBClTKV62A6OSw7j+XkMaetLTuP6eRof+OdxF50Kf6ghT9o4QuZlW1/yMTnN1GGBD/rgc7bNeGgEfPj6wpjdYTK6zD+bVGM0OK+RqfHEvzw3s/S//yzjA3045Rmb31q+ny09+6ma88+OvfsY8+V19DU0VmPjySEEIu2oV9RKaVeC3yw6pC/fPzBqmO/p7X+WtX+7wO3Ay8BXlBKfR/YBVwPDAPvXtVKL4HWOgkkAZRSJcPYcJmsEOvOIwOPrFk4aChj4VZ2Zqj2+Czh3IxrZmmhJ6GdEEKIzU4Xi9jJJE4yiTNWXlf2x7z1+DhuNustmczUdjYLtl1bHpCMH2Aitouiv5lCoImi/1KK/uso7G7C2R+avSLAVY//BfHxE7N2i1KBAGZLC2Y8TvSWW+j4mZtR1ob+2rU1Kdj2m9evqIgf3vtZnvr2f8x7zUvvficvfv0bMeVnRAjRYBv9t1AHXrA33fXTrqnQWueVUrcCvw68HXgD3sggnwY+qLXeXM2KhBA1Ss7Um1vLsOiN9c7Zmm6+1nizHa+cLwd/liEDiQshhBDLMXHffSQ//3mc0UQlAHSz2bo+48K2m3n+kruXfJ+By863vYZwexNmSxwzHsdqaamEgkZo7mBRbC3JoYHaA0rR1N5J6/YdtG7bwZ4rr2H3ERmfWQixPmzogFBr/WmmuuAu5b4c8NvlRQixRe2P7+fe19/b6GoIIYQQooqdSHDhl39lRou/5XAMi5IvRtEfo+iLUfLHKPqilMItnOt5+cIFKAjF/ESa/YSbAkTifi67sYdt+29fcd3E1vKSt/wkL379G/H5A42uihBCzGpDB4RCCCGEEEKIzaV0ob8mHNQobCuIbYWxrRBOqAm3qR2nqRUnHMcJNeH4I9i+MCUjSMH1USiZ5IsGpSVkjNe9fg+R5gDhZn9lHYr6MEwZ5kcsLJ9JMz44QHJwgOTgRcaHBhg+c6pyPhJvkXBQCLGuSUC4jiml4kC8vOtzXbeR1RFCCCGEEGJFtG1PjQ84uVTvZ7MUTp3mbO/tXNh2MyVfBMdaoMuuXV6WSSl4y29eS/uO2PILEZuedl1SiVGSA174lxy8WAkExwcvks+k573fMOWrtxBifZPfUuvbB4APTe6Mjo42sCpCCCGEEEIszdi995L49Ge8MQQzGXShsOA9+UALJ2/8/brWIxC2CMX8hGK+8trbDsf87LishZbuSF2fJzYGt+hgj+S8ZThHqX8q5NNa81+f/TTJi/2MDfSTvNiPXSou6zmhpmYZa1AIse5JQLi+fYSpMRbva2trO9DAugghhBBCCLFoTjrD4O//wbyhoKsMbCtU6T5cssKkYr1zXu8LmgRCFoGwhT9kEQj78IdMAiFf5dhk8FcJAqM+TJ90E95KtKtxUkWcZAE3VcRJF3FSJW87VcRJl3DHCzgTcwd+ruvwyJc+v6TnWoEA8a4emju7iXd109zVTbyrh+2XHsQfCq/0YwkhxKqSgHAd01ongSSAUqpkGPKHjRBCCCGE2Bjc1ARpo5mLe2+k6Ith+8I1QaDtC+OYwXnL8AcN3vpb1+MPWfiDpowHKADQtoudLOCM5XGShZnbyQK4ekXPOJN+ZtbjkXgLzV09xDu7vHVXd2Udbo6jlFrRc4UQolEkIBRCCCGEEELUnetqHr/y/RQD8YUvnkPb9hhN7QuMQSg2LW27ZJ8apjSQxUnmccYK2Mk8bqpUv4dYCqsthK89hB1y+ME3/i/jxRHGigMcuvlWWnq2E+/ZRkvPdlq6e6QloBBi06p7QKiUejnwMqAHmGuaJq21/pl6P1sIIYQQQgixPmRT9qLDQaXAH/a6DE92IY61BbnqlTtXuZZiPRv74gmyjw4u+34jbGHE/JjlxYj5MKNT21ZrCDMeQBleq7/kwEXO3Ou1HFTK4I73/UpdPocQQmwEdQsIlVLNwJeAm4GF2lVrQAJCIYQQQgghtogb37CXYMxPMOwrh4HeEgz78AXMSkgjxKTC6fG5Tyowm/yY8SBmPIDVEvC2WwJYcW/bCJiLfpbrOAvORCyEEJtZPVsQ/hFey8ETwCeA54FUHcsXY6fhb25qdC3q4vD4cKOrIIQQQggh1tCR23Zg+mSEIzE3rTU6Z2Mn8tiJPDpvV86Fr+kisLe5HAYGMZv9qAXGpBwfGiSdGCWXTpFLjZObmCCXql3yqQlyExPksxnQKxu3UAghNrJ6/h/6LmAQuEFrnahjuVuWUioOTPbL8GEXYHD2wXI3muqRO9wFG5wKIYQQQgghNoPKBCPlENBO5HESuapQ0Jn1vvCVHQQPtCz6Of/5yY/z5Le+sex6hpubl32vEEJsRPUMCJuBr0s4WFcfAD7U6EqstqcD1/CiRldCCCGEEELMSWuNY7sUcw6lgk0x51DM2xTzDsWcTalqu5izKaTzZIYnGl1t0WDaccn+aIjCuYlKIOiMF7wBp5bCUPh6Igs/z3XJjCdJXDi/7HDQMC2aOjq46a3vWNb9QgixUdUzIHwBWPi3tliKjwCfLm/f58a2HeDuTzSwOvXzgxdG+MwPzzCimwn2XM/bG10hIYQQQggxq+P/dYYf3PsChdLix3MTAiD13fNMfOvsku9TfhOrNYjZGsRqDRK6qgPbsJkYGCE7Pk52fMxbTyRJJ0aZGB5ifHiI1PAQdqk4o7xwc5zW7TsIxZrKS3N5HZs61uStfcEQSkkPJyHE1lPPgPCvgL9SSu3XWp+oY7lbltY6CSQBlFIlI9gEl722wbWqj/5UH99ynwLgRvkfsBBCCCHEuvXDzz5FgeiKymgbP45hvrw+FRIbRvH8HEPSKzCbAzUhYPW2EfGhlOLcM0/x3X/8C8b+5cKswd9ihJvj/NxffxrTkvEvhRBiPnX7Lam1/qRS6gDwPaXUbwHf0lqfr1f5QgghhBBCiLVXso3abw3axXQKWHYey8lj2rny2tu37DymUz7nFgmF4OA9r0YZ808oITYebbs4qSLORBFnvIAzXsSZKHjbE0VK/ZnKtaEjHUSu6fKCwHgAZS388/CDf/1Hhs+eXnK9gpEoTR1dxLt7uOa1d0k4KIQQi1C335RKqcnRZBXwyfKxuS7XWmv5LS2EEEIIIcQGcnP4Qbp3N2FGwhiRCEakCSPcjREOTy2RSGVb+f2NrrJYASdVpDSQmRH8TQaCbrq06LICe5sJXrL4SUYAcuPjNftKGYSamgg3NRNubibc3EK4OU5zRydNHV00d3bR1NFJICwjXwkhxFLVM6TrY+nDzQohhBBCCCE2iJbXvYbOV1zZ6GqINZA7OsroZ58FZ+Vf8czWIKFDbbOeK2SzpEaGmBgZLi9DpCrbw5Xr7vzl32DftddjGDIWphBCrIZ6djHeXa+yhBBCCCGEEPWntUYXCrjZLG4mM7XOTNuvHM+g9ZFGV1s0QPaxwUWHg0bEwmwKYDYHMJv83tLs7ds+m/HCMC889cNK6JeqCgEL2czCDwDC8RYJB4UQYhVJN18hhBBCCCE2sdzRowz+7u9ROHUKN5sFx1n4pmo3XbE6FRPrknY0bq6Em7crx8y2IP5t0argz+8Fgk3eWvlmH0/wzBM/4st/8YeU8rkV1Wn7ZYfoOXDJisoQQggxv1UNCJVSLQBa67HVfM5mpZSKA/Hyrs913UZWRwghhBBCbECjf/t35J58si5l+Xf21qUc0Vhu3ib93/2U+tO4Obtm0YWZAXLsJduI3rQdu1Qin5og+/+zd+dhkpz1neC/vzci8s46ulpX60ZIIJBE2yDuQxgMtgEZD4fBDAO214ONDSMzO2szGMSsGRj7AVZmzQyztrFGNp6BHcAHg7F2DMjiMh4dICQhCV0ttaQ+qru6886IeH/7R0RmRh7VdUVVZFV9P88TxHtFxJvZrYfqb0XEW6+hVT+E9pEaWrUa2vXB1qrV0G7U0K7VcPSRh1c1H8d1Ud17Gmb2nh7vE+XTTsfcGWed6v32RESUgtQDQhH5GQD/CsALABTjthaAbwD4hKp+Oe1r7mDXALi2V1lcXMxwKkREREQ0jVQVtl5HePw4wuPHERw/jvD4Ur/euu22ZY81pRKkXIJTKg/vy2VIKdqbRwtAnBmJ523Rp6LNVPv6I6h9/dFVj//aZ/8ED/zn7yHodDZ03Sdf+dwo9FuIgr9eKFiameUq10REGUs1IBSR/wvAuxGtZAwAJxAtXDIH4BUAflJE/kBV35PmdXew6wBcH5dvXFhYuDjDuRARERHRFlNVNL71LXR/9KOx4C9cOo5gaQnh8SUgCFY+GYDT/82/wcxrXh0FgMXiqkIZ+df/ADRWd36aDmo1uhtw6O5Av19eTTho1aJr23ii+QDuX7wVoa7/78Ds6Wfgzb/7UZTn1raKMRERbZ3UAkIR+XlEdw4eBvAhAH+mqifivhkAbwXwOwD+lYh8R1U/l9a1dypVXQKwBAAi4hv+Vo2IiIhoV1n81Kdw5A8+kc7JjEH1la+Ad/rp6ZyPtpSqonP/CQRHW4PHgXvBX3Plx4SXs9Q5jDuXvomubQ+2sI1Au8se4+bzKFSqKFaqQ/tCdbxerFQxf9bZMA4XGCEimmZp3kH4TgBtAC9W1XuTHap6EsAnReT/A3B7PJYBIRERERHRKdS/8c3VDxaBMzcXbfPz8TYHd34eztw8Ki+9Crlzztm8ydKmOvGVh1C/afWPBa/Wd4/+LY53nzjlmFe8490488mXoFipIl+pwMvlU58HERFlK82A8BkAvjoaDiap6r0i8lUAL0zxukREREREO5Nqv1i68koULr98EPr1trkoCHRmZiC8S2tbUd8iPNlBWOvCNgLYpo+g0UHryAl0jtfgn2ghbPpAx6JsZ9Z8fqsWvu2ga9vwbRudMNr37hQ83H0EQTXE6dWLUJyZQbE6vBWqVZz7tMv5aDAR0S6QZkCYA9BYxbhGPJaIaEWhDRFogMBGm2/9sbb+NqnNBvA1PsYGuOPoHVl/JCIionWZe8PrMXv11VlPg1ZBVaGdEOHJLsITHYQn4v3J4bI9xbsdHQAO8gDG79brhE080rinH/x1bQfdsBf8tdC1bZiih+J8FZWFvaju2YvKwgKqe87CaQt7Ud2zgMqevciXSpv3JRAR0baSZkB4P4CXiEhZVScGhSJSAvCSeCwRpcyqHQrSksFZLyDzrT8UpPXaAx0+JtRw8rmW60tcY6XzJY8bbR8N+hS68gcnIiIi2gK26SNY6sDWfYT1brRv+LB1H7beRVj347YuEGzOzzBLncP4RuOvUFnYg8qevagunIa9e/ai2gv+FvaiMr8HXr6wKdcnIqKdKc2A8HMA/h2AvxSRd6rqfclOEbkIwCcBnAbgD1O8LtG6JMO05e48W3X7au5mW8s1dBDejQZ6/VBPx4M7hmlrs7e4N+spEBERTQ21inbTR/NkF62TXTRrXbRO+gi6NuupTYXaNw7ixN8+CITp/rylqmiHDXRsC92wFd8B2AEKArdSQG62jOLeGZTP2IPq2afjzEueg8tyr0t1DkRERGkGhB8F8LMAXgbgLhG5FcBDcd/5AJ6J6E75/wXgYylel7Ypkz8Ip3QAR50C/vQHdw/fWZYIyJKBWf+uszU+YjoprLPKH3a3O0ccuMYdbOKeup5oWygu4B1XvCPrj0BERLQl6sc7OP5EIwr/at2hELB5MtraNR/W7qxfNmpooZ0Qtmuh3TAuR3vtxuWuhfoW6ofQwA7qQXxMENW7D51c+wSMwJnJwZnNw5nNwZmJ97N5OLN5aBH4T+/657CIfi796d/41zj/SU/G3BlnwnG9lL8NIiKi5aUWEKpqS0SuAvARAL8E4Mp462kB+DSA96pqK63r7mQiMgdgLq561u6cQOtQ+0GULvwkRCyeAPDxW7Ke0c5nxJwyMFuxfbXHbuH5RCTrr5WIiLah6P1wHdhWC9pswrZasM0mbKsNhAE0CKBBCA18IAzjchD3JctxPQyASeUgiOsrleNrBeFYOXji1KvLrsY933kcX73hhxsO/7yCg/kzyxuez2Zp3n4YtZsPRo/7dqMAMO27/ZJy51VhKjk4FQ+m7MFUPDiVXLyP2jQnaDdqaJ08gfrJE2idPIzmyZNoPX4CrZMn0Fha6oeDAHD+5fu5IAgREWUizTsIoap1AO8Skd9CdMfgvrjrMQC3qGozzevtAtcAuLZXWVxczHAq6Xq8dR9EpjfwFMhQGOUZD664cMz4HWue8eCauC+lwMwz3prP54m37Pwc48CIyfprJSIi2jBVReu22xAcPgzbbMG2mrDNJrTViuu9sK8JHaq3htqwHX/xata3QvEPv/PEmsJB4wpK1RxKMzkUZ3JReTaHpzznTHj56VwlWf0Qx7/woygU3GRdr4N7z7wDfreL4IkOgm433kbLHXRba7svQgx/XiMiomykGhD2xEHgzZtx7l3mOgDXx+UbFxYWLs5wLpvG0Qp+4oLnjQdwkgjnlgngPOONP2a6zkCv3y4OnHX+AE5ERESb6/Hffi9O/NVfZT2NLefMz6N05bNWNdZahd8O0GkF6LZCtOp+v2/2tCLmzyqjVPWi8G8mh2IcBvbK+dL03qWvoYVtBrBNH7YR7cOmj3Cps3I46ArEFagngAt0Ok0sLT6OwPoINYg3P154LSr32sLe62q0i8PtA7D3ph9EnnPpZSjNzKZ+XiIiotXYlICQ0qGqSwCWAEBEfLNDf6NY0LPx8as+nvU0iIiIaBs4+Xd/l/o5JZ+HKRYhxSLE8yCOA3EdwO2VXcB1II47KLvJcW7clyzH9WR54rjo/Na4COHCioNADQJ1EapBqA58axAunIG77/LRveUhdNsBuq1o67TCqNzu1QP47eXDq2e96gI89blnpf4dboS1Ifx2B36njaAT7bsP1RD+sAG0QmjbAh2FdAUmXF1w+e3Gl9Ds1tBu1dDpNhCon+libm4uj+LMDEozsyjOzKJUnYn2s3MozsygOr+A8y7fn9n8iIiI1h0QisgHACiAT6rqsbi+Wqqqv7veaxMRERHRLhUOwq/CZZfBmZ+HKZVgikWYUhTyRfUSTKkYBX8jdVMqJcYVIU76Tw4cf6KBe/7xCXQaAfxuiKATwm+H8Dshgq5F0I3KUZ9FGIw+8hyM1B9IZV6Vufy6jvM7bbQb9TjA622DQG9QHvQN90ft4+PbCIPhz+qZPH723N+AY3r/VJF4W52l7hEcOHznmj9jeX4P3FwOrpeDl8/DzeWjei43uewNytH48XH5UhmlmVl4hcKa50NERLSVNnIH4QcRBYSfBXAsUV/N/3srAAaERERERLuAqkbvCGw0oq3ZhG00EI7Uh8vNie3qDx6X3ff7v4/8ky7M8JNNFoYWX/z4bWid7GY9Fbg5g1zRRb7o4sJn7MXZl6x9AYzbb/wybrrhjxH4W/N5Ku58IhycLLQBOraFrm2hEw72rbCGB2t3nPJYN5+Hl8vDKxTg5vI4/4r9ePFbfgmux1WDiYho99pIQPiL8f7xkToRERERbTOqCm23o5V9W/HiHvHCH9oelG2rGY3rLQDSW/ij3R5eGCQZ9jWbgKb/eKcprO9uuM1WP9bZWDgogJdz4OYMvLwDN+cgV3CQK7r9LV9IlIsjfUUXuYILr+jAccZfURP4Ptq1k2j1t1q8P4F2vzxoP3nk0Aa+jbV+doGbH/y5BurjXnM7NKdADtCCA5M3cIpeP+DzCiUUc/OYKRTg5fN4Sv4V8PKFoRDQi/tcL8eFQIiIiCZYd0Coqv/lVHUiIiIimg6Nb38bS1/4IuzJk3GQ14K2mlHIlwgFNyPE2yzVn3w5vH37sp7GkNC3aDd8LB1qDrVf+aoL4OacftgX7Qfhn5dz4Oajupdz4HhmbJGQMPDRbbXgt9votprottvw23V020347TZOnGih227Bb7fivlY0vtNGtxWV2406WrWT8NtrW1l3VK5YgpfPRyFcPh/dkZcv9PeT+vptuTxck4cHDy5yMHDhWAdOaCChAXxFeLSN5m2Ho2uVi3jFB96zofkSERHRylJbpEREzgNQV9VjK4ybB1BV1QNpXZuIiIiIJgtrNTzya++EtttZTyViDEy5HG2l0oRyCaYU70f6nHIZUirBmZ1D7pyzN22Kqgq/E6Jd99FuxFs9uQ/QrnfjvgCtehftRoCgM2FxEAGe/ZonrXsuj9x1B77yH6/b2rv4lnHhjz0LP/db1w6Flxpa2LqPsO4jrHdha12EdX+wX+wibPjQVgDbDuOVhlsAWmNvWSQiIqLspLmK8YMArgfwyyuM+31EjyNzBWUiIiKiTeY/9ti6wkHJ5RILfBRhCgVIqRgt9lGMF/8oFgb13gIhxRJMsTA5BCyXIfn82N1xaVBVhL5FN14IxO9Eq/l2+4uDBPA74aC/PRjTa++2g34gaIN07qY81aIgNgzRbtTRrtfRrtfQbtQG5XpUvu0rf5PKPCbx8gUUZ2ZQqFRRrM6MbYVq1F7IV+A+Ajgtg2P/7R7Y+iAEtM3Njfly589s6vmJiIgokmZIt5blxdL/qZCIiIiITklyOZzx/t8ZXuG3UBisAlwsQuKAbzNW9k2yVoeCukFwNxrkxfXEKsCjwV7UFkLtdDwi7eYd5PIdwN6H0/a5+J9//L04ABwO/zrNxvrOn8sjVyzCKxSQKxThFYrIFYvI5QvwisW4baSvUEC+XBkK/7zcqd/hqKrQbogj//n7aD22vrmeiuQdmIIDKbgwBTdRdmCKLpy5PEo/dnrq1yUiIqJxWdzFtxfRcwVEREREtIXE8zD/hjds6jUWD9bxw28/jnYz6Id7gzv5BvXAt5s6j7Tkii4KZReFSg6FsodCxUWxnEOh4sb13Fi/cYA/+o1fRn3xKI49kt5c3vbRT2LP2efAmLWHt8GJDoKjLWg9gD0aot0+imYrgLajR39tvxw/ChyXsco/Jsk7cKo5mIoHp+LBVHNwKol60R0LAsXwngEiIqJpsaGAUERePNJ05oS25LWeAuCVAO7cyHWJiIiIaPoEfogvfvxWdBqb+9ip2gZUOwAsoGF/r7AAQkAtHE/huIDjxntHYeJNHIURC2MUMBYivU0hEkJEAbEALDQMEIYhbDtArRHgxGMBbBAgDALYMIz3wdA+9P01fR4xBoVKNd4qKFaqKJQrQ21P+vErMXv6mev6vhq3HMLxz9+76rDvVErPPAO586pR+Ff14FRycKoexNvcO06JiIhoc230DsKvA0g+y/HKeFuOxOM/tsHr7goiMgdgLq561m6P37QTERHR7lRbbK8rHDSOwCtEq/vmCm60mm9+pB73P3jrF/DID7624jnXFtFtrme++uei0K8Sh37lRLlSRa5YXPV7GTWwsK1gaNN2MN7WK7cD+Ck8Hiw5B+Xnnom5n1n/gitEREQ0vTYaEN6AQUD4NgD3A/jmMmO7AB4D8DeqeusGr7tbXAPg2l5lcXExw6kQERHRSlQVCAJoGEKDYNny8n0hNPCBMIT6ATQMliknxgWj5QAIg/648NixNc0/DGziXX+9d/yNvvMvSLw/cPAewHa92z+XCPDc1140FO7l8i4cT6HahdoOoF3YsIvAb6HbbKLbqqHTaqLbakb1dgut400s9dpaLSw+emAz/ug2zTNf9bO46q0rreG3PP+JBpa+9AD8Q03YVgAEG/+Fce6CGZhi9LivxO/7M/Hjv1J0EuX4fYAFF+KaDV+XiIiIpteGAkJVfXuvLCJvA/ANVf2ljU6K+q5DtDI0ANy4sLBwcYZzISIi2nZa3/sean//VWin3Q/PNAyAZctBNK4XwE0s98ZFAdxQOQyz/sgT1ctn4dDpVyIozuLhP7lzbKGPZBi40YU+bHAQYecHANq47ztFdJstdNtRuNdt/2YUCAAAIABJREFUNhH43RXPsRb5chmO68E4DhzXhXHc4b07aDeuC6e/d2BcD47rwEw6znGi8yaO7x0z1HaKY3KFEgqVyoqfQa0CoYX6FhpqtA+ibfG/3IXwRCeV78qZy+OMa34cppDFa8iJiIhomqX508FvAkh/ebNdTFWXACwBgIj4xvA3t0RERKsVHD+Oh9/6L6DddAOp7SY0Hm79sfcgcEtRwz8d2rRrqfro1r6I6MER4NG7Nu1SOP+KH8Pr3/e7qZ4zbPjQdhCHc9oP6RAMAjv1FRpaaCPZNxirQQs2sLC+RTdU1IJe8Bftx8dbIFxHKOvI4M6/Yny3X++Ov6IHU3TiOwDj9qIL76wyxOHPk0RERDQuzYDwowC+DOCPUzwnERER7VBqbXTnXdeH+l2o7wO+D13t1j1VXxet229PPRy0YmCNB2vceB+XZaQ+VE7UHQ/qeFDjQh0XME5cdqAm3sRNlB1ADNQ4sGL6dQsDFQOFgYpAEbdB4s3AQqAqCHX9gZDbew9g4jFhL+/G7wZ0hh4f9vIuus0juOmG1X/nXqGIfLGIXLGEXKmEXLGEfLGEXK8tLudLg3KuWEKxUsXCueev+3NNcvyL96Hx3SeG3649ZWZf/SSULt8LKboQz6z6vYVEREREK0kzIHwCQDvF8xEREdGUat9zL5Y++1mES0urD/RGNgSbu9ItAHRyMziy9xkInQLyz7wSFg5CcWARbSFMtI+DNKsGViWq294G2DDa6zSFRzqyX6XnXH1hP+QbLAzijLV5OQdi1hZAHXsMuOmGqCzG4BX/8l1R8FeIgr1B0FdCrlCAbNLTEWoVsPGdfoECYVwO40d5g6gOq9BAYetdNP7xiU2Zy7q5AnFMFAS6BoVL96Dy/H1r/jMhIiIiWo00A8K/A/DTIpJT1d39LA8REdEOptbi0Xe9C/6B6V4swoqL7z7r38LPVaOGpWznMw1+/JXn4Vk/c+GWXMsYg8te+pOpn7d973Gc/OoB2IYfBX5B/N6+0PaDQGx0HQ8BJO9A3CicE89Ej+Z6BuLKoD2xwZV+mJcM9rDMePEM4E4+HxxhEEhERERbKs2A8H0AXgHgMyLyblV9PMVzExER0ZTQTmdzw0HXhXjeqbdcbsUxS3YW/hPVzZsnopV6nZwDxxW4roHjGTieA9czcOK668XtroHjCoxrYIzAONLfixktm0E5HrdsuXee3vHLnDdXcFGs5jb1+9gKx//yRwiPbd5DK6bq4az3PocBHREREe0qaQaEHwHwPQD/DMCrRORWAAcw+bFjVdVfTvHaRERElJG973wnnLk5SG7toR765Vx0vOum9tipefgk8JH/FZUdwcXPOiMO8MwgzJsQ4vXLqxhnuODDltvQir5xoAonfnzXkeguvjhYlaKH6lXnMBwkIiKiXSfNgPDtiXIBwPPjbRIFwICQiIhoB5h/yy/AXVjIehqn5BUcvPwXn5b1NChl82+4BO5CIXr8txfyOfFjvSZui9/lB8PHdomIiIiWk2ZA+NIUz0VEREREdEq586rwTitlPQ0iIiKibS+1gFBVb0rrXERERES0s2hooZ0QthNO3GsngO2OtoVjbQinaSlpIiIiop0hzTsIiYiIiGgKaWjhH2pC/cFKv2p1sOpvqNGKwKFCrR2UQwXCeJXgieOj8/TGd5stXHXmm+CIA9fk8fjvfbcf7m1GsCcu3wFJRERElIbUA0IRyQF4HYAXATg7bj4I4GYAn1fVbtrXJCIioq0XGg/WeGjVfRinA2sVNrSwocLaKFCyoQ7q8X68bvvtY8f063a4PvE8iXNYRbvuZ/0VbTrVOLTzLdQPoV0LDWx0151vo60T4Nh/vWfL5nRG8fx+OTy+gQVFVlB42gLc+cKmnZ+IiIhoN0k1IBSRFwD4CwDnABh9C/Q7APwHEXmzqn4rzesSERHtVhoE0E4HttuFdrvQTgfa7cLGe+10od1EWycet0xbdJzfP0/Uljh3fK37LnodHjnnKkAMbv7IXVl/DSuSsR9LshEcbSE43h4L9LQb1+NQbyjg80fKI8dgGz5xK56B5B1I3oHJxfu4LrlB2eTd4b64bIou3IVi1h+DiIiIaMdILSAUkUsA/C2ACoBbAPw5gIcQ/dh6AYC3AngmgC+LyJWqel9a1yYiItoO/EOHUf/aV2GbrckBXacD9btRINcP+MbDv2QbwnDLP4cVB4+++CWAbJ/HO8968mzWU0Dt5kdx4n88mPU04MzmAMdAHIlW9nVNtLpvvAownOF6fwVgNx7fO9aJVwVOHN+sn8A3P/fnsAhhJcTVv/W+RMDnRvucEx1PRERERFMjzTsI34coHPxNVf2DCf2fEJF3A7guHvv2FK9NREQ01WyjgQde9SrYej3rqWyYioGKM7FPBBBHYEy8xWHSoB5t0iubSXUzVBcjcOKwqncecaJxk4+P63E5X/Jw3tP3bPG3NK552+HNv4gA4jnRHXqegeRMv+5Uc6i+5Bzkzqlu2uX9xxQPfvr7AADHdVG4eH7TrkVERERE6UkzIHwZgNuWCQcBAKr6CRF5G4CXp3jdHUtE5gDMxVXPWpvldIiIaANad965NeGgCCSXg+TzkHwOxuuV85BcDqbX1997MPk8JNdry8X13LJtoeMBNzT6l3zrh56H8ly+H+bRZJpYpMOZy8NUczC9IM+Lg7ycie7oyznD7SNhX6/djLTDEYjwz4CIiIiI1ibNgPA0ADetYtwPATw9xevuZNcAuLZXWVxczHAqRETZUFXA96N37QUBNAyhvg/06kEA9QNo4ANhOFxP9ofBcD1IjgmH673+MNrDT1yrPy4crifHhBOO6Q7W6JJCAdWXvWyZgG6F0C6fh3gT2nJ5mJwHeN6mB0R+NwRuGPxfvptz4HA12TWZu/oiFJ+2kPU0iIiIiIgApBsQLgJ4yirGXQLgWIrX3cmuA3B9XL5xYWHh4gznQkS0LqqK45/5C9S/+lXYbmcQnIXheLAWb8nwL4t37G0274wzcPbHPpr1NIiIiIiIiACkGxB+DcCbRORXVfVTkwaIyK8gWqjkL1K87o6lqksAlgBARHxjeHcGEW0/nXvvw6EPfSjraUyV2Z97bdZTICIiIiIi6kszIPwQgNcC+KSIvAVRCPhQ3Hc+gDcDeCGAJoB/n+J1iYhoioWLRzfv5CIQ1wVcF5LY4LkQ1xvUXWeoPjTGcaI2r3eexDjPBZxBeXAtL9HvDNWHxzjDdc+FMzsLd4GPltL0UlX47RbajQY6zQY69TrazQY6jTo6jfqgvdFAu1FHp1nvl9s7YBEeIiIiot0otYBQVe8WkasBfAbACwA8f2SIADgE4C2qenda1yUiou3D2bMHZ7z3t0dCvSg4E8cZCtIG4d4gaOvXe/3O5JV0dwO1ijCwCENF6FuEgYUNLUI/bp9QD0f7g0TfhHoY1+1IPQy4aNZ202238OBtt6B18gQ6zV6wlwz/ogCwFwRqCgujeYViCjMnIiIioq2Q5h2EUNW/F5EnAXgjgBcB2Bd3PQbgZgCfU9VmmtckIqLtw1QqmH3Na7KeRmaOPFLD/bceRtCxE0M7OynESwSAvUDQ+hbW6soX3CLG4aq508zaEDf8H+/CiUNPbNk1HdfFs1/7hi27HhERERFtTKoBIQDEAeD1GCyuQUREW0hVAWuhYRit6huG0aIfYQgNQiAMhvqSbb1FQTS0421BGK3Oa+3gmF5b7zw2HGvrPnIg669kKrQbPj7/+7cg9HfW3XfnPX0BhbKX9TToFI49+si6w0EvX0C+XEa+VEahUkG+VEa+XEGhXBm098uV/pjizAxyvIOQiIiIaNtIPSAkIpp26vvoHjgwtErucEjWK9vh8CsZiI2FZImyDYHRtnAkeJvYb4fDvER5ELxN6Ld2rI2mz+Kj9c0PBwVwXBNvAsc1MCP1XnnQPrnuJOrGETjeeD1fcnHG+TOb+5low1QHd5uKMbjkOS9YOewrR/2Oyx8ViYiIiHaD1H/qE5H9AN6JyY8Yf0pVb037mkREqxWeOIEHX/d6+I8+mvVUdqXchRdkPYWp4BUcPP1FZ48FccsFdZNCPjPpWIer3dOpefk8Xn3Nb2U9DSIiIiKaMqkGhCLyAQDvBzD61vinxNsviciHVPWDaV6XiGi1mrfeynCwJ17ko784iONEK/KOtInrRCv5GjP5GNeBmMQ4Z7gMx0AcF87cHObf/KasP/VUKJQ8vOB1T856GkRERERERABSDAhF5K0APgigDuCTAP4rgIfi7vMBvBnArwN4v4jcr6p/lta1iYhWS5OP34rAzMxMCMmiQGsoJOuVjYkCsdF+1wGMMwjMHHdiSBa1jfab8TY3Plc/eHMGq/b2xhkz1jY0z9G23udw4mOFC0sQERERERFRuncQXgPAB/BSVb1lpO8OAHeIyOcBfCsey4CQiDKVf+pT8aQvfiHradAyVBWq8d7G5cQeClir0fvVEmW1GGvrlRGfr19OHGNVATvSnzifJsePHLtsW79PceJIK+uvlIiIiIiIaKI0A8JLAXxtQjjYp6q3iMhXAbwkxesSEdEUs1Zx82fvxUPfPwobjgZsIwHgSMBHREREREREmy/NgPAkgOOrGHciHktERLvAkQM1/OCmg1lPY6pUFwpZT4GIiIiIiKgvzYDwKwBeISJFVZ34HJWIFAG8GMDfpXhdIiKaIkN3CFpF82R3y+cgRiACiAjE9PYT2qQ3dsI4M9Ivo+eNyhCBMZPahvsRX6NQ8nDFT5y75d8JERERERHRctIMCH8bwFUAviAi71LVHyU7ReQiAP83gC6A30rxukREqRgNtqydUO/vB++bS9Z7YwZ948erTb4vr9cXv/su1OH34tlkPe5XDF8nfn/e2PXHrjN83NA7+yZ9vrFzDs9n6HuwGs0hnt9yynN5/NQ7LoPEARpOFdhNDO+WCfFGAkAiIiIiIiJavTQDwg8DuB3A1QDuFpHbATwc950PYD8AA+BLAD488g84VdVfTnEuREQThSHwg6f9Io7NXwp1PMi7vh6Ha/HCF7Sp8iUXZ144m/U0iIiIiIiIKCHNgPDtibID4JnxNuo1E9oUAANCItp0h48Ch09/1qDBt9lNZpdxXIPLrzon62kQbQth4KPbbsNvt+F3EvtOG367A7/diuuduK0VtcdjuvH4oN1Gu9HI+uMQERER0ZRLMyB8aYrnognuP1LHM/7djVlPIxV+8SCcM7KeBe1GfpDeucREj7ya+PFW4yQehzW9d9CN1OPNJB6RHW5Hv9x7DFcMhsaIERjBcD15vEw+32A+E67jDB7fHbqWxNd2pP85JTknSV5/5PPI8Ny9nAPHM+n9ARBtM2oHv5D47l/9vzj6l48NAr9eyBcHfjYMN2UOjuttynmJiIiIaHtLLSBU1ZvSOhdNZi1wouVnPY1UuDmLYlwW8H1hlI1ycByv+T9f2Q+6opBsPNjqB2VOL5yL9kS0s6gqYBUaKDSwQGCh/U0TZQv4FhpaqK/x3gLxfmxsvO8ebcCBAwB47J678Vjr/i3/jFe8/Ke2/JpERERENP3SvIOQaF0WKrmsp0C7lNEAC/sqWU+DiDZR866jOPGtA7CdAOgFf2EUAiLsbQBstN/MX1r1wkEgerfKqo9zXXj5ArxCEV4+D69QiOvxPl+AV8gP+uO2XKEANzGmMr8Hs6fz9n0iIiIiGpd6QCgiOQCvA/AiAGfHzQcB3Azg86raTfuau8V5CyX85btemPU0UvG1g0v4f+6OymfMFLKdDBER7Uj+yRaO3vADmEQw1zMeA27dXcGB7SJ/wQxe9rxfi0K+ZQK/XKEIL1+AccbnT0RERESUplQDQhF5AYC/AHAOxn/SfgeA/yAib1bVb6V53Z1KROYAzMVVzzPAZWfvjNU/72uWsp4CERHtcMfuPTAxHFwLVUWoAayGE/chQlgNENoAFsuM0XhMXD9mDuPNv/NRlGZ2xv+nExEREdH2l1pAKCKXAPhbABUAtwD4cwAPIXqK5gIAb0W0qvGXReRKVb0vrWvvYNcAuLZXWVxczHAqRNufWhu9zHODgQERbQ8aDhYFCWwX36/fDDUKFQUMAAfQeB/VTfSTkRMtzCOugTgGjufBOA6M48Jxo71xHBjXheM4MI4H4xbhOQ7yrtvvd1y3f5xxo7rjeDj9SRehWKlm86UQEREREU2Q5h2E70MUDv6mqv7BhP5PiMi7AVwXj317itfeqa4DcH1cvnFhYeHiDOdC20j0on0LDUMgDKN9EECthQbBoC3eaxBE44MQCIPoH9VhEPeFgI32GgbRS/jD3jnicUN9g3NoGABBCLXxtVY6hw2j8eHIuCCMwr0gnlNiXP9zTRjX/3zxOAA4tvcZwGX/MuM/ISLaahYWV//HD2Y9DSIiIiKiqZRmQPgyALctEw4CAFT1EyLyNgAvT/G6O5aqLgFYAgAR8Y0xGc9oOqlqFARNCoZ64VYvSEoGY4m+8YBswrhJ4dbEvgkBWbiGceFoQDYIwcY+w1BAFg59flqZCFciJiIiIiIiIkozIDwNwE2rGPdDAE9P8bq0HYUWb/yHEJc+ophz7sCDn/75yQHZqe4IS+yJ1sOZn896CkRERERERESZSzMgXATwlFWMuwTAsRSvS9tQ+ZZ78fpvalyroY3vZzqfXcsYiOMArhvtHQcSb70yXAdiHIjrAI4LMaY/ftI4uA7EcSGOicYve45oHBwTjXcdwMTX741zTHz+CePc0fn2+gxk5PMkxzn3NXHHf3sEAODMcYEAomkVvSpBoWFiH2r0S6NwuF1DOzJGgdDCHuxk/TGIiIiIiLaFNAPCrwF4k4j8qqp+atIAEfkVRAuV/EWK16VtyD1Rz+CiI+FWojw5GOv1xcHUiqGZMxZ0jY1LBF6Tgq5+Xy9cGwu8EufofZ6Rc/XnbpY7R+Jau/ARW/fwEQCPZD0Nom3PP9RA87bDsJ1wJLCz/ZBuKNwb6UsGecNhX/QOVdiV50BEREREROlIMyD8EIDXAvikiLwFUQj4UNx3PoA3A3ghgCaAf5/idWmbOrpwGZZmL0Kr7OG0Z78QEBNvAhgZlGWkbAyAeAwSdUm0jR4jADRaUhsYLeuENkCRaO93DMZr/396TcucJ3Fwv2gBdNZyHh2aw6BsAe2OtA1fc9K5x841aY5YZu4bOc+k771/bG9IclDyuhO+r0nn6V8nOWjQbwOmDkQbpao4+ukfIDzRzXoqq9axraynQEREREQ0tVILCFX1bhG5GsBnALwAwPNHhgiAQwDeoqp3p3Vd2p6ajRk8fPmv9etH7h8doQD4bkHaXMbsvjsoidKgvs02HBQARiBGAEcgjsSvTIjrJmrzgy4WHz2Arm3jR93v4VJcnd2ciYiIiIimWJp3EEJV/15EngTgjQBeBGBf3PUYgJsBfE5Vm2lek7anbqec9RSIcPGVZ2Q9BaIdofL8fZCCEwd2cVBnZHjvmH5wN2iT+HUIMuEYMxT2DY1dZbh/6IEf4X++N3pooVCpbuZXQERERES0raUWEIrIDABV1RqA6+ONaEVOeAKXvvRpUSV+GjgqDyrS/x9AkoNGxg/K0eGjg4b7E//AHLqOILFLlCVxbLJv0nkS1zzF2OQcx683fPDYeUb+fZyco8jkzzR87nieiXmPznH4PDIyblBIfq+T5rieP7/RzzQ2Nvn51/G9F8oeKvMFENHGVX/iXDiVXNbTICIiIiKidUrzDsIlAP8I4HkpnpN2gVxwFC/5hdUsgE1ERLSyMAjQaTZQO7aY9VSIiIiIiLaFNAPCEwAeSPF8REREtMuotei0mug2m+g0G+g0Gui0Gug0m+g06tG+2Yi3Jrq9cqOBTivqCzqdrD8GEREREdG2kmZAeBuAi1I8HxEREW0jqoqg00G7WR8O+OIwLxnsdRp1dFvJMVG5226NLB2fjtLsXOrnJCIiIiLaKdIMCH8PwJdF5PWq+t9TPC8RERFNsc+89zdRax5Dp9mAWpv1dAZEkC+VMLNwGl70C2/PejZERERERFMrzYCwBeCPAXxWRL4E4G8AHADQnjRYVf8hxWsTERHRFrE2HKqfPHoEHdtM/TpevoB8uYx8qYxcqYRCqYxcqYx8qYR8qZzYSsiXK8iNtOcKhWjlYyIiIiIiOqU0A8KvA1BEa4i+BsCrVxjvpHjtXaH78AHc/1M/nfU0UlE1F+Dx856W9TSIiGgdrO+vOMbxvKEAL1cqDwd85USQNxT+laO+YgnG4Y8KRERERERbIc2A8AZEASFtEvW76D70UNbTSIU586x+mX9piIi2t598x7swe84ZQ3f3ublc1tMiIiIiIqJVSi0gVNW3p3Uu2l3a5TRzaiIiGqWqQKjQwCY2BQIL9S007O0V6tuoPTGuV+61h63u0PnPvuRSVPbtzejTERERERHRRjGZ2Ua8fftw7h/9UdbTSMUPbrkH+GFUrs3ls50MEdEWUVWExztQPxwK5DS0gD8eyA1CuUltqxsbtfNebSIiIiIiWt6GA0IR+RkArwVwLoAOgO8D+FNVfXCj56ZhplRC5UUvzHoaqegeWeoHhEREu4FaxZE/+j66D57MeiqpOtldxHyJ7wokIiIiItrONhQQishnALypV433rwHwv4vIm1T1rzdyfiIiop2i+2htusJBAcQ1EM8AronKrkCcuC3e99v7YwysWPzTl76Arm3jQOMu/KJclfWnISIiIiKiDVh3QCgivwzgzQACAH8G4DYAVUSrFz8PwA0icr6qnkhjokRERNuZ+naoLgUX4g0COXEM4I2HceIawJFEWDcI7eCOt4lrRtoH54M7uJY4ssxMV+Z32vjBn9+80a+EiIiIiIimxEbuIHwbAAvgp1X17xPtHxGRPwXwLwD8MwB/uoFrEBERbTtq40VBbLwYiFXYht/vd+byOOu3n53hDImIiIiIiAY2EhBeDuA7I+Fgz4cRBYiXb+D8RES0S/VX3e0FbaGN93HZaj940zBa7GNonNW4Ldk33I+R4/rlRN/QOUbOOXRNO3x+cE0QIiIiIiLaRjYSEM4AuH+ZvvsTYygloW9x5EAt62mkIjhpsp4CEW0RVUX95oNo3bUYrag7EryNh3VRGLeTSY6LehARERER0fTYSEAoAMJJHapqRQQAmAKl6MTRFj734X/KehopKWQ9AaJdTTV5R9yEO/QmlCfeVTd6992Eu/m6B+voPjxFi3NkSQBT8jDz0nOzngkREREREVHfhlYxJkpD6PorDyKaYmPvm4vLCOJHXYPEY6+JMgI7eBQ2LiNI3FU3qf+Uwd2pw7zRYG/bMhItsOH09gZi4sU5hvrMoGzicSv09c/nSHQuVyDGJK4VHdurD/clzxGPi+fTP8asf2EQIiIiIiKizbLRgPBtIvK2Zfr0FP2qqgwn10hEkC/tjK+ta7to+S20cjUcvuSurKdDu0z7vuNo3Zl83HXCO+xWG7hZGy3XRKvjGiy86SnjQVsvTHPjYG4kzBsEeYL4DnUiIiIiIiJKyUbTpvX+K43/uluH+TNL+N8+/uKsp5GKL973RXzgWx8AADx7gSt50tYJFls4+ukfcBGJUzET7ohzzSCgS5bH7pwzw3fMJdqcuTxK+0+Dye+MX3QQERERERHtFOv+V5qq8v2CRLTt+I83ti4cFIw/zjp619yk/t6jrcuU+3fYuQKYeB8/7prshxvddTdUTj6GGwd9YwEg79AjIiIiIiLaVXgbxyYSkcsB3AbgCVU9J+v5ENEwU/FQee5Zy7+bbsVgb/Idc8n34hFtFdXo3Zc2DGHDAGEYwgYBrA1hg6gt6ou2cNm+5Y61/XF+p5P1xyUiIiIiohQxINxc1wFYzHoSRDSZU81h5uXnZz0N2kbUWgTdLvxuB0G3i9DvIuj2tqgtWKEt9LsIgxBq45AunBDQBeEpwzsNw0GIl+gjIiIiIiJaDwaEm0REXgvgSQA+DeCtGU+HiGjHsTZE2PX7YV0vkAt9fxDM9UK6SW3LhnnjY3vnDAOGcKPy5TLy5UrW0yAiIiIiog1gQLgJRCQH4KMAfhvApWmd93DzMN5783vTOl2mDtQOZD2FHUWtAqqATZY1Lsdt8aaKQTnuH5R77QBUE8cN18fPkbh2XFeLRDnuV13+2sm5JucxdI7B3NY7Dw24OkkWuu0WDtzxPfjtFvzEnXRDwdyyYV4yyBu08465tRFj4DgujOvAGAfGdWEcB8ZxYRwD47hwnLjdONE4pzfGGek3MK4LL1/A0170Ujguf5wgIiIiItrOtu1P9CLyTAA/CeDZ8XY2AKjqKV/6JSJFAO8F8CYA5wE4BuArAN6vqgdTmt41AI6o6mdF5IMpnRO1bg1feuBLaZ1uqqiOhFCqQJgIgJJBj9VB0KSAhokASREfNxI4DR2H8UApGaiNhWMjQVTyHP3AaxBsjYVdKwVzQ6EZhsO9ZKimCg0T/Yl50Do5fEfgVvC7HfzJu38FzRNLWU8ldWIM3FwerudF+1xusHm9crI9D8fz4LguxDiDwC0RwhnHgZMI4ZLtxnFOEfI5/WPFmOgciT4uPkNERERERMvZtgEhgPcD+Nm1HCAiBQBfBfBcAI8D+CsAFwD4RQCvFpHnquoDG5mUiJwB4H0Afmoj59npSmEB7zv4K7i8+WQ4d7s4+LVvZD0l2oVKP3Z61lPYFR6/954tCQdPGdZNbI/KThzkeRPaxgK+kdCPd84REREREdFOsJ3/ZfNtAN8H8E/x9hCA/ArH/A6icPDbAF6hqnUAEJH3APgYovcFXtUbLCJzAM5c4ZxNVU0+L/thAF9R1W+v9oOs1p7CHvz6/l9P+7SZOOvhGfz4vedmPY3dyQAwEt1NZAQQgTgA4nrUjmgF3l5/fMzwcYkxRiCSGBP3D8rx3iBRjq8jpzpHYi6rPUfy2hKtQNyfa+8zGsCUPTiVXGZ/DLuJWtsvO56HfZdcOhK2DYdwjjcc1g0HdoM2L74bj2EdERERERHRxmwx/S42AAAgAElEQVTbf02p6u8l6ys9OhW/F/A34uqv98LB+FwfF5G3AXiJiDxTVW+Ju94E4D+tMJWbEIeKInIZgH8O4LlxuAgAhahL5hCFid2VPtty5gvz+NVn/Op6D58qje4TOI771ndwL0RKBEaTwqR+WDQaKMnk8GvoOEEcLE0IuyaGY+PXkbi+7DwSgVhy/skQrh/MLTf/0VBtYrg3cm2iDFX37MUbP/DhrKdBRERERERECds2IFyHFwCYBXC/qt42of+/A7gCwGsA3AIAqvopAJ9awzWeDCAH4NYJfccB/Noaz7cr5M6rYs+bnrq6UE1WDoOJiIiIiIiIiGj1dlNA+Ix4Pym8S7ZfsYFrfAPAS0fa3g7gVQDeAODelU4gIncu03XRBuY11cQ1cPcUsp4GEREREREREdGutJsCwvPi/aPL9Pfaz1/vBVT1KICvJ9tE5CoAHVX9+oRDiIiIiIiIiIiIMrWbAsJKvG8u09+I99UtmMuyVPXpk9rjOwuftsXTISIiIiIiIiKiHW43BYSZUNUPAvhgxtMgoimk1sJaC40329+HQ3u1FjYMx8dOaBs6xlqoDWHDaL/8mOj84/MZbYvO1TvvaufRPHki66+aiIiIiIiITmE3BYS9VYtLy/SX431tC+ZCRBm677vfwsPfvx02DMYCsn7opcuEZmNtYRyIrS00s9YCqll/FVuPawwRERERERFNnd0UEB6I9+cs099rf3gL5kJEGTny8IP46499OOtp7FrnXHpZ1lMgIiIiIiKiEbspIPxevP/xZfp77d/fgrmsiojMAZiLq561NsvpEO0IS4cez3oK6yLGwBgDMU5UdqJy1Gbi/tG6gTjjbSY+x+CcBsbptQ3G98YNHe8MtxkzaR6Tz1eoVnHh/mdl/VUSERERERHRiN0UEH4TwAkAF4nIflW9faT/9fH+b7Z2Wqd0DYBre5XFxcUMp0K085Rm53DFy1656oBr0GbWGKI5Q2Ha+DUmBXWJc4qBCJ/NJSIiIiIios2xawJCVe2KyB8CeB+AT4rIK1S1AQAi8h4AVwC4SVVvyXKeI64DcH1cvnFhYeHiDOdCtOOU5/fgBT//1qynQURERERERJSpbRsQisirALw/0ZSL27+TaPtdVf0fifqHALwcwPMB3CciNwM4H8BzABwB8EubOuk1UtUlAEsAICK+MSbjGRERERERERER0U6zbQNCAKchCvZGPWdkTJ+qtkXkpQDeC+AXALwWwDFEd+m9X1Uf3ZypEhERERERERERTadtGxCq6vUYPH67luNaAD4Qb0RERERERERERLsan1klIiIiIiIiIiLaxbbtHYS7gYjMAZiLq561NsvpEBERERERERHRDsQ7CKfbNQAejLeLFxcXM54OERERERERERHtNAwIp9t1AC6Mt/sWFhYyng4REREREREREe00fMR4iqnqEoAlABAR3xjmuURERERERERElC4GhNuIbQaof/Ng1tNIRedALespZEJVAVWoKqy1ULVQa6FWB2XVuC1RVhuNX8U4tSPHqALWwvb6VKE2XOZ4hbUh1EbzXO0crbWADspD513l8f15TZrj6FzjzwabmGNyzOi1VePvJYTf7WT914CIiIiIiIhoqjAg3EZsrYulv3kg62mk7uTiETz015+PQ6Yo5LFDodUK4Y9NBEbJgGooNJsUMg0CKTvpnJOurcPX64dvy4Z0yaArOo6mhzFO1lMgIiIiIiIiyhwDQsrcEwfvw3du/1LW06Bd6JLnviDrKRARERERERFljgHhNiJ5B4Wn7sl6Gqk4uXgERx5+EJ2wgTuOfyPr6WwLIgZiBGJMVJa4bARinKguAmMMYAyMiceIiY/pjU+UR87ZPyZ5zonjh683dN7e9SbOdXANDF1v5XkhnpeZNK9+2enP38gy34OJysWZWcyefkbWf6xEREREREREmWNAOMVEZA7AXFz1ZMbD3rc/Pcsppebxr92Ib3z38wCAYnUGFz/t+RNDJ/TKI+HOpHAoCpE2GDolj5sQLPVCJ1nDvIbCt1WMmxTYIZ4bEREREREREVHaGBBOt2sAXNurLC4uZjiVzbP3vAtw9Xv+bdbTICIiIiIiIiLalUzWE6BTug7AhfF238LCQsbTISIiIiIiIiKinYZ3EE4xVV0CsAQAIuI3l47jy3/4sYxnlY6lJx7LegpERERERERERAQGhNtKp9nA3Td/LetpEBERERERERHRDsJHjClzp51/YdZTICIiIiIiIiLatXgH4TZSmpnF89/4lqynkarSzBye/pKXZT0NIiIiIiIiItohrLWo1Wqo1WoAgHPOOSfjGU0/BoTbSHFmFs973ZuzngYRERERERER0dSq1+v40Y9+BABwHAdnn302RCTjWU03BoRERERERERERLRthGGIer2OWq0G3/dx4YXDry6rVCoQEagqwjBEq9VCqVTKaLbbAwPCKSYicwDm4qpnrc1yOkREREREREREW64XCPZCwWazCVXt95977rlw3UHEZYzBzMwMRATVahWe52Ux7W2FAeF0uwbAtb3K4uJihlMhIiIiIiIiItp81tp+GDgpEBxVq9UwPz8/1PbkJz95s6e5ozAgnG7XAbg+Lt+4sLBwcYZzISIiIiIiIiJK3VoDQSB6t2C1WkW1WkW5XN6ime5cDAinmKouAVgCABHxjTEZz4iIiIiIiIiIaGN6gWAvFGw0GqsOBCuVCqrVKorFIhceSREDQiIiIiIiIiIi2jKPPfYYDh06dMoxjuP0w0AGgpuPASEREREREREREaXGWotGo4FarQbP83DaaacN9Ver1bGAkIFgthgQEhERERERERFRahYXF3HgwAEAQKlUGgsIK5UKA8Epw4CQiIiIiIiIiIhWTVX77xBUVezbt2+ov1qt9svNZhNBEMB1BxGU4zjYv3//ls2XVsaAkIiIiIiIiIiIlqWq/UeGe4uKWGsBAK7rjgWEhUIB+Xwe+Xx+KCyk6cWAkIiIiIiIiIiI+k4VCI4KggCtVgvFYnGo/bLLLtuKqVJKGBBOMRGZAzAXV73l/mMkIiIiIiIiIlqvtQSCPcYYVCqV/vsEaXtjQDjdrgFwba+yuLiY4VSIiIiIiIiIaCfoBYL1eh21Wg31en1NgWC1WkW5XOaiIjsIA8Lpdh2A6+PyjQsLCxdnOBciIiIiIiIi2gEefPBBHD9+/JRjjDEol8v9VYYZCO5sDAinmKouAVgCABHxjTEZz4iIiIiIiIiIpp2qotlsolaroVgsYnZ2dqi/UqmMBYQi0r87kIHg7sOAkIiIiIiIiIhoBzl48CAOHToEAJifnx8LCKvVaj8QTD4yzBuTdi8GhERERERERERE20jvDsF6vQ7XdbGwsDDUX6lU+gFhrVYbO75YLGL//v0MBKmPASERERERERER0RRTVbRarf4qw/V6HWEYAgDK5fLEgNAYg1KphGq1CmvtWBjIcJCSGBASEREREREREU2RUwWCoxqNBsIwhOM4/TbXdbF//36+Q5BWjQEhEREREREREVHGeouK1Ot11Gq1ZQPBHhHprzKsqhP7iVaLASERERERERER0RbrvUOwd5fgagPB3qIivceIidLAgJCIiIiIiIiIaAvdc889qNfrpxwjIv13CDIQpM3GgJCIiIiIiIiIKGW9dwhWKhWUSqWhvmKxOBYQjgaC5XJ56L2CRJuJASERERERERERUYoeeOABHD9+HABw5plnjgWE1WoVR44cGXtkmIEgZYUB4RQTkTkAc3HVs9ZmOR0iIiIiIiIiirXbbdRqNeTzeczMzAz1lcvlfkA46VHi2dlZ7N+/n4EgTQ0GhNPtGgDX9iqLi4sZToWIiIiIiIho9+oFgr0tCAIAwJ49e8YCwmq1CgAolUqoVCpj5+K7BGnaMCCcbtcBuD4u37iwsHBxhnMhIiIiIiIi2jWSgWC9Xofv+xPH1Wq1sbZiscg7BGlbYUA4xVR1CcASAIiIz98wEBEREREREW2OXiBYr9dRq9WWDQSTeouKWGuH7goUEYaDtK0wICQiIiIiIiKiXafT6Qw9MryaQLBYLPZXGa5UKnBdxiq0M/BvMhERERERERHtKnfeeSfa7faK4xgI0m7Bv9lEREREREREtOP07hCcnZ2F53lDfblcbmJAyECQdiv+TSciIiIiIiKiHeXee+/tLx5ywQUXYGFhYai/Wq3i5MmT/UCwUqmgWq0yEKRdi3/ziYiIiIiIiGjb6Xa7qNVqKJfLKBQKQ335fL4fENZqtbGAcO/evdi7dy8DQaIY/0sgIiIiIiIioqnXCwR7W7fbBQCcddZZ2Ldv39DYarWKo0ePolAoIJ/Pj52LwSDRMP4XQURERERERERTZ7lAcFS9Xh9rm5ubwxVXXDH27kEimowBIRERERERERFlLhkI1ut1dDqdFY8pFAooFotj7cYYGGM2Y5pEOxIDQiIiIiIiIiLacr7vD90huJpAMJ/P91cZrlarvEOQKCUMCImIiIiIiIhoy4RhiLvvvpuBINEUYUBIRERERERERKnr3SE4Pz8PEem3O46z7DHJQLBSqSCXy23FVIl2PQaERERERERERJSqu+66C61WCwCQy+VQqVSG+iuVCjqdTj8QrFQqqFarDASJMsKAkIiIiIiIiIjWzPd91Ot1VKtVuO5wvJCs12q1sYDwrLPOwr59+xgIEk0JBoRTTETmAMzFVc9am+V0iIiIiIiIaBcLgmBoUZF2uw0AuPDCC7Fnz56hsdVqFbVaDbn/n707j4uy3P/H/7pnY4ZFNndxCcUSDHcNVzA1S8S19FRHcKksyzxqx8pyy9+n8qRpp47tWp3zPaeTa+rJDUQJBXfU3E0wl1TQUUCGYWau3x963zHMsA8w4Ov5eMwD5rru+77e1yz3MG+u+7p0OqerCXt4eFRLzERUNkwQurdpAObKd7KysmowFCIiIiIiIrqfFJcQLCo7O9shQVi/fn0EBgZyhCBRLcEEoXtbCmDlvd+3BgYGhtRgLEREREQEQAgBIURNh0FE5HJyQjA3N7fEhGBhWq0WarUaRa94kxci4ZVwRKWTJMluIZ+awAShGxNCGAEYAUCSpAJnw7KJiIiIqOpZrVZkZWUhOzsbZrO5psMhInIJIQRsNhusViusVmuZ/vkhSRJUKhXUajVUKhVUKhWys7Nx6tSpaoiYqO7S6XTw8fFBYGBgiSt9VxUmCImIiIiISmC1WnHhwoUyjaQhIqoNCo+EliQJGo3GYZGRouTRTTU9yomorjKbzcjKykJubi5atGhR7UlCJgiJiIiIiEqQlZUFk8kEtVqNRo0awcvLy+mE+0RE7kYeIVg00SCEwJ07d5zuI0mSMjpQ/klEVctmsyE3NxdXr16FyWRCVlYWGjZsWK0xMEFIRERERFSC7OxsAECjRo3g6+tbw9EQEZVOCAGTyaTM/2cwGBwSfVqtFlarlQlBIjegUqmUvzEuX76M7OxsJgiJiIiIiNyFEEKZc9DLy6uGoyEisieEgNVqhVqttrv0V5Iku/kEbTab0wShTqdjQpDIjch/a5jNZgghqvWSfiYIiYiIiIiKUfgLNr9EE1FNkxOC8sIi8ghBvV7vcBmxWq2GxWJxSBYWrici91L4bw0mCImIiIiIiIio2IRgUc7mGdRqtdBqtfznBhGVCROERERERERERG6grAnBwoobYcTEIBGVBxOERERERERERDVAXmXYarWWKyEoLyjCRUWIyFWYICQiIiIiIiKqRlarFWazmQlBInIbPLMQEREREZHLrFy5EpIkYd68eTUdSp3y0UcfISwsDB4eHpAkCZGRkTUdEpWBPEKwKEmSik0OSpIEtVoNnU4HvV4PT09P6PX6OjufYHp6epW+pufNmwdJkrBy5coqOX5RJb1XDxw4gEGDBsHPzw+SJEGSJKSnp1dLXLVRZGSk08eoVatW1bp4x/2CIwiJiIiIiIjc2Jo1a/Dqq6/C398fMTEx8PLywkMPPVTTYdVqiYmJiIqKQmxsbJUkjmw2G8xmM6xWKyRJgsFgsEtoqFQqZXXhwiMEVSqVUke1T0nv1ezsbMTExODKlSuIjIxE8+bNIUkSvL29azhqKqtWrVohIyPD6argdQEThERERERERG5s3bp1AIBVq1ahf//+NRwNFSaPECy6grAkSbBarSVuo9PplOQgE4J1Q0nv1X379uHy5cv485//jG+//bYmwqsz4uPjUVBQUNNh1DlMEBIREREREbmxixcvAgCCg4NrOBIqvKiI/BMAPD097ZJ8cuLPZrMpIwWL0mj4dbyuKem9yvex67Ru3bqmQ6iT6t4EBkRERERENaDwPFp5eXl4/fXX0bJlS3h4eKBNmzZ4//33K3VZUuF5tPbu3Yvo6GgEBgZCkiQcPnwYAHD48GH89a9/RZcuXdCgQQN4eHggODgYL730Ei5fvuzSmJOTkzFgwAD4+PjAz88Pjz32GFJTU0vsQ1ZWFl577TWEhIRAr9cjICAAgwcPxtatW51uL0kSWrVqBYvFgnfeeQdt2rSBwWBAu3btsGLFCmW7hIQEREVFoV69evD398e4ceOQlZXl9JgWiwXLly9HREQE6tWrB4PBgI4dO2Lp0qWwWCwO28tzXQkh8Pe//x0dOnSAp6cnOnbsqGyze/duDB8+XHnsGjdujO7du+P1119HTk5OiY9JSeTnfMeOHQCABx54QJm3LDExEYD9HF3//Oc/0aVLF3h6eqJhw4aIjY3FpUuXKtw+8MdzYDabMXfuXLRu3Rp6vR7BwcGYM2cOTCaT0/0KCgrw6aefonfv3vDz84PBYECbNm0wfvx4HDhwQNkuMTERkiQhLi4Ov//+OyZNmoSgoCBoNBosXbq03PEeO3YMzz77LIKDg6HX69GgQQN07NgR06ZNw5UrVwAAcXFxiIqKAgB88803ymPqbO7MCxcuYMqUKcrxAgMDER0djaSkJCU5CNxddKRwX65cuYLJkycjODgYgYGB6N69e7GjxjIyMvDiiy+ibdu28PT0REBAAMLCwvDCCy/g1KlT5X4MCituDrelS5dCkiR4eHjgzp07dnUzZ86EJElYtWqVUnb27FnMmzcPERERaNy4MXQ6HYKCgjBu3DicPn3aZf2qinNnYampqXjsscfg5+eHevXqYeDAgUhJSXHYrrS5VIs+riW9V+VjxcbGAgDmz5+v1MXFxTnE9+STT6JJkybKYzxp0iRcuHDBIYayfCZURFxcnHKO2bJlC6KiopQ5E41Go7LdjRs38MYbbyA0NBQGgwG+vr7o378/Nm7c6HDMwp81t2/fxquvvormzZtDr9ejXbt2+PDDD8u0YI+spDkIf/vtN0ydOhVt27aFwWBAQEAAunbtivnz5+P27dvKdleuXMGiRYvQr18/NGvWDDqdDo0bN8bIkSOxb98+u2PK7+2MjAwAsDtntGrVym7b8n7GuBUhBG+14Abgl9DQUEFERERE1cdqtYrjx4+L48ePC6vVWuK258+fFwBERESE6N27twgICBAjR44Ujz32mNDr9QKAmD17doVjmTt3rgAgxo8fL7RarQgLCxNjx44Vffv2FWlpaUIIIcaMGSM0Go3o3LmzGD58uBg+fLho1aqVACCaNGkiLl265JKYN2zYIDQajQAgunfvLsaOHSvatWsndDqdeP755wUAMXfuXLt9Ll68KIKDgwUA0aJFCzFmzBjRv39/oVarBQCxZMkSh3YAiJYtW4oRI0YIX19fMXz4cDFo0CDh4eEhAIivv/5a/PDDD0Kj0YjevXuL0aNHi2bNmgkAonfv3sJms9kd786dOyIqKkoAEAEBAWLgwIFi6NChomHDhgKAiImJcXieW7ZsKQCI559/Xmi1WjFgwAAxZswYMWLECCGEED/++KNQqVRCkiTRo0cPMXbsWDF48GDRunVrAUCcP3++vE+1Yu3atSI2NlY0atRIABCjRo0SsbGxIjY2Vpw4cUIIIUS/fv0EADFlyhQhSZLo27evGDt2rPK8BwUFid9++63CMcjPV3R0tDAYDCI6OlqMHDlS+Pr6CgDi0UcfFRaLxW6fnJwc0bdvXwFAeHl5iccee0yMGTNG9OjRQ2i1WvHqq68q2+7YsUMAEE888YQICgoSjRs3FqNHjxbR0dHis88+K1es+/fvV1634eHh4qmnnhLR0dEiNDRUABA7duwQQgjxxRdfiMcee0wAEK1bt1Ye09jYWLFmzRphsVhEfn6+2LFjh/D39xcAREhIiIiJiRE9e/YUGo1GqNVqsXLlSpGTkyNyc3OF2WxW+jJ06FDRokUL0ahRI/HUU0+JgQMHKu+Xou+LCxcuiICAAKWNUaNGieHDh4tOnToJSZLEihUrKvK0KebMmSMAOBwnJiZGABAAxLZt2+zqOnfuLCRJEteuXVPKZs2aJSRJEg8//LCIjo4Wo0aNEu3atRMARL169ZRzUEX6VV3nzueee07odDoRGhoqxo4dK7p27SoACJ1OJ7Zs2WK3z4oVK5w+XzL5fSe/v0t6ryYlJYnY2FjRq1cvAUB06NBBqfviiy+UY37yySdCpVIJlUolevToIZ588kkRHh4uAIgGDRqI48ePO+1XSZ8JFREbG6s8XpIkiW7duomxY8eKbt26CaPRKIQQ4tSpU6J58+YCgGjVqpUYNmyY6N+/v/D09BQAxN/+9je7Y8rP8SOPPCK6dOki/Pz8xMiRI5XzCgARGxtb6uMsk8/LRe3atUv4+fkpcT355JMiOjpatGnTRgAQhw4dUrZdvny5ACAefPBBMXjwYPHUU0+JTp06CQBCq9XavSZOnDghYmNjhZeXlxKrfJsxY4ayXUU+Y4oqz98dQgj5/PaLcEXeyRUH4Y0JQiIiIqK6qCIJQgCiX79+4tatW0rdvn37hFqtFp6eniI7O7tCschfBgGI999/3+k2CQkJ4vfff3fow/z585UvkpWN+fbt26JBgwZKgk5ms9nErFmzlOMV/WIdHR0tAIinn35a5OfnK+VJSUnC09NTqNVquy9vQgjlWO3bt7dLViQkJChJz8DAQLFx40al7tatWyIsLEwAEAkJCXbHe+mllwQAMWbMGOWLrtynJ554QgAQy5cvt9tH/iJav359cezYMVGUnAhbtWqVQ93evXvF7du3HcrLq7gvyYXrNBqN2LRpk1JuNpvFM888IwCIYcOGVbht+TkICgoS586dU8qvXbsm2rdvLwCIDz/80G6fiRMnCgCib9++ds+bEEL8/vvvIiUlRbkvJ9UAiBEjRoi8vLwKxzpu3DgBQHzwwQcOdSdOnBCXL192aDc2NlZJCObl5Ync3FyRk5MjLl++LBo3bizUarX46quvRE5OjnJLSkoS/v7+wtvbW1y5ckVJRBfuy8CBA0VOTo7S3t69e4W3t7dQqVTiwIEDSrmcwHv55ZcdYs7IyBBnz56t8OMhxB/vlcLJF6vVKvz9/ZX3SeHkm9FoFCqVSoSFhdkdZ8+ePeLXX391OP7XX38tAIioqCi78vL0qzrPnbNnz7b7x8E//vEP5Vxy584dpby8CcLSyks75p49e4RarRbNmjUT+/fvt6v78ssvBQDRo0ePYvtV3GdCRcgJQgDiP//5j0O9xWIRDz/8sAAgFi1aZPfZeObMGfHAAw8ItVotjh49qpQXfo7Dw8PF9evXlbqzZ8+Kpk2bCgBi7dq1dm2VJ0GYlZWlfDb97W9/c/jM3r17t7h69apy/8iRI07P6Zs3bxY6nU60bt3a4Z9MxSUmZRX5jCmKCULemCAkIiIickMVSRCqVCpx8uRJh3o5QSaPYiov+cvgww8/7PClpSyaNWsmAgMDKx2znBDo27evw/Zms1kEBQU5fAk+d+6cACC8vb1FVlaWw37Tp08XAMSkSZPsyuUvlNu3b3fYRx7p8eyzzzrULVu2zCGGq1evCq1WK5o3b26XCJBduXJF6HQ6ER4eblcufyEsOiJGJo+iKvxl0NXKkiB8+umnHeoyMzOFp6enkCRJXLhwoUJty8/B559/7lD3008/KaPwZJcuXRJqtVp4eHiI9PT0Uo8vJ9U8PDzExYsXKxSj7PHHHxcAxOHDh0vddvv27QKAeOaZZ+ySf/Lt/fffFwDE1KlTRW5ursjLyxNms1lYLBZhs9nEkiVLBGA/8lXuS3HvJzmBPnHiRKXsxRdfFADEunXrKtX34uTl5QkPDw/RsmVLpezgwYNKUqlly5aiV69eSt2PP/4oAIiXXnqpzG306tVLSJJk9x4oT7+q69zZsmVLUVBQ4FDfo0cPAUB89913Sll1JwiHDRsmAIgNGzY4bU8e8Xnw4EGHflX0M6E4coJwyJAhTuvXrl2rjJJ0Zs2aNcp7R1Y4Qbh161aHfeTRfI8++qhdeXkShPJ7dvDgwWXpZonkf64cOXKk1HZlFf2MKaomE4Scg5CIiIiIyIVatmyJBx980KG8bdu2AKDMg1ZR0dHRJa54mpWVhRUrVmDGjBmYOHEi4uLiEBcXh4KCAmRlZeHGjRuVijkpKQkAMHbsWIfttVotRo8e7VD+888/AwAGDx6MgIAAh/o///nPdscueszIyEiHcnmi/0GDBhVbVzjuxMREFBQUYPDgwTAYDA77NG7cGCEhITh69Cjy8vIc6mNiYhzKAKBLly5KH/bt21euebRcydnzERgYiEGDBkEIoTwHrjz+4MGD4e/vj3PnzimPdWJiIqxWKwYPHoyWLVuW+fidO3dGs2bNKhWj/FxMmTIFiYmJsFgsEEKU+zmRJAkJCQkAgNGjR8NgMECv10Or1UKtVkOSJPTp0wcAsHfvXof9O3bs6PT99Kc//QmA/etcjvnNN9/Exo0bi53TsaL0ej26d++OjIwMZb68wvNXRkZGYt++fco8hIXrisrJycG///1vzJo1C88995xybrly5QqEEDh37lyl+lXV585Ro0Y5XRjG2fNSnWw2G+Lj4+Hp6YnHHnvM6TYlvd5K+0yoqI731+EAACAASURBVOLOefKcsSNHjnRaX1KsAQEBGDhwoEO5/Bzs3r27wufQ7du3AwBeeOGFMu+Tn5+P9evXY/bs2Xj++eeV1/TRo0cBAGfOnCnzsSr7GeMOuGwSEREREZELBQUFOS338fEBcPcLSWW0aNGi2Lp///vfeP7550tcGCM7O9shSVeemOXFTopL/hSdsL3wPs7qCpc7W1CjcePGUKvVDuXe3t4A4DSpJNcVjltOjnzxxRf44osvnMYhu3HjhsNxi3vc/+///g9Hjx7Fhg0bsGHDBvj7+6N3796IiYnBs88+C71eX2JbrlLa8+FskZqy8vf3V14Lztq9efMmLl++jCZNmuC3334DUP5VRkt6XZfVa6+9hp9//hmJiYmIioqCt7c3unfvjscffxzPPfccfH19lW1Vqj/GysgrDqtUKqjVaqhUKmVRiL59+5bYZmZmpkNZeZ6LuLg4bN26Ff/9738xdOhQ6PV6dOvWDYMHD8aECRPQuHHjMve/OJGRkUhKSkJiYiLi4uKQmJiIevXqoUuXLoiMjMQ333yD3bt3Y8CAAUqCsF+/fnbHSEhIwNixY3H9+vVi28nOzq5Uv6r63FmV75HKyMzMVM7ZOp2u1G2LcsV7x5nijiufS5955hk888wzxe5fnveGr68v/Pz8YDQacfPmTQQGBpY73vKee44ePYqYmBiHBXwKK/yaLk1lP2PcAROEbkySJD8Afvfuamvqv5FEREREVHaFEw9VobiEU0ZGhrIi5tKlSzFkyBA0a9ZMGcnQs2dP7NmzR56+xk5Vx1yakka/lBZbWWOX/5bu2LEjOnToUOK2Hh4eDmXFPe7NmzfH/v37kZCQgI0bN2Lnzp1KsnDRokXYs2dPhb7s3m8qmkhVLo1TqVCvXj0kJCQgOTkZP/74I3bs2IGdO3ciISEBH3zwAZKSkhASEgLgj9ecWq2GwWBweA3Kr5fRo0fDy8ur2PYfeuihCsUtU6vV+P777/H6669j/fr1SEhIQGpqKpKSkvDee+9h8+bN6NmzZ6XaiIyMxDvvvIPExESMGzcOSUlJ6N27N9RqtTJSMDExEd26dcPhw4fRrl07NGzYUNk/JycHTz31FG7cuIE5c+Zg7NixaNmypfK4Pf300/j3v/9td26pSL9q+jxUHq78bi4fy9vbG6NGjSpx27CwMIeyqvonRHHHleMdPHgwGjVqVOz+9evXr5K4XEEIgaeeegrp6emYPHmysuK4t7c3JEnCm2++iXfffdfp52VxKvsZ4w6YIHRv0wDMle9kZWXVYChERERE5M7+97//wWw2Y+bMmXj11Vcd6n/99VeXtNOkSRMAdxOSzjgrb9q0aYn7yCMvqnJEhTw6qXfv3vj73//u0mNrNBoMGjRIudw5IyMDEyZMQEJCAt5//30sWrTIpe05k5GRgfDwcKflwB/PQUXcvHkT2dnZTkcRyiPt5OM3b94cAOwuN3Ul+ZJhm80Gq9WqfCn39PQEcDfx17t3b/Tu3Rt37tzB1atXMWvWLPzwww+YPXs2/vvf/9odT5IkpwnqoKAgnDp1Cq+//rpyuWxZlfbecPZcdOrUCZ06dcK8efNw+/ZtzJs3Dx9++CGmTZvm9FLN8oiIiIBOp0NiYiLS0tJw8+ZNJTHYqlUrtGzZEomJiejRowdsNpvD5cVJSUnIysrC6NGjMX/+fIfjl3Ruqcp+lVd5nhd5JF9xo7Hl0WquUL9+fej1eqhUKqxYsaJKLhd2JflcOmnSpFITmkXJ54uibt++DaPRCIPBAD8/P6fblKZ58+Y4efIkzp07h4cffrjEbU+ePImTJ0+ia9euWL58uUN9RT4vq/IzprrUnhT9/WkpgAfu3c7wP49EREREVJybN28CcH6Z3q5du3D16lWXtCPPL1U00QIAFosFq1evdijv3bs3AGDz5s0wGo0O9f/85z/tjl0VoqKioFarsXHjRhQUFFRZO8Ddy+hmzZoFADh27FiVtiVz9nzcuHEDW7duhSRJ6NWrl8uPv3XrVty4cQPBwcFK4jgyMhJqtRpbtmxxSRJFCAGr1YqCggKYTCbk5eXBZDLBbDbDarUqIwidjejS6XRo0aIF3nnnHQD2z4WcALJYLE7bledJW7t2bbljPnz4sNO5y/7zn/8A+OP9UJx69erh3XffhSRJLnn9GAwGZR7ClStXArj7fpDJ8xD+73//U+4XVtK55ezZszh48GCZ4nB1v8przZo1sFqtDuXOnhf59Xz69GmH7U+fPl1soqsiNBoNIiMjcfv2bcTHx7vsuFWlMu+NrKwsp32Un4OIiAinU0qUxYABAwAAn3/+eanblvSavnnzJrZt2+Z0v5LOG9X5GVNVmCB0Y0IIoxAiXQiRDqCgNg25JiIiIqLqJU/k/89//hO5ublK+aVLlzB58mSXtfPkk08iMDAQiYmJ+Oabb5RyIQTmzp3r9ItzcHAwhgwZguzsbLz66qt2X5727NmD5cuXQ61WY8qUKS6Ls6hmzZphwoQJSE9Px5/+9CenCdOzZ886TXCW5MMPP8Tvv//uUC4nW+QRdbLIyEhIkqQkalzl+++/x5YtW5T7FosFf/nLX5Cbm4vo6OhKz1M2f/58u7m6MjMz8dprrwGA3fPWtGlTjBs3DiaTCbGxsQ5XQV27dg2pqanFtlOWhKAzNpsNn376Kc6fP6+UaTQaqNVq/PTTTwDsnwt5tNipU6ecHu+FF15Aw4YNsWjRInz++ecOCUiLxYItW7Y4TXTZbDa88sorysIfAHDgwAF8/PHHkCQJL774olL+3XffOT3GTz/9BCGEw+tn3rx5kCRJmU6grOSk3+effw5fX1906tTJrs5sNiuvyaLzD8rnljVr1tjNQWg0GjFx4kSnyZDy9qs6pKenO4yA/Pzzz7Fnzx40atTIbjRct27d4OnpiZ9++gkHDhxQyjMzMzFp0iSXL0Y0e/ZsqFQqjB8/XpkHsrCcnBx8/fXX5V7cIjExEZIkFTv/a0WMGjUKoaGh+Ne//oV33nnHYW5IIQSSk5ORnJzsdP+ZM2fanRfOnz+PBQsWAEClPgMmTZqE+vXr46effsLSpUsdzhUpKSm4du0aAKBNmzZQqVRISEiwS+abTCZMnjzZ6WJeQMnnjar6jKlOvMSYiIiIiKgOiImJQVhYGPbv3482bdqgV69eMJlM2LFjBzp27IiePXti9+7dlW7Hx8cHX331FUaNGoW4uDgsX74cwcHBSEtLw5kzZ/Dcc885naD9s88+Q58+ffDtt99i586diIiIwPXr15VVbxcvXoyOHTtWOr6SLFu2DOnp6Vi9ejU2b96Mjh07okWLFsjNzcXx48dx9uxZDBs2rFyXzc2fPx8zZ85Ehw4dEBISAiEE0tLScPr0aQQEBGDmzJl228uJBa1W69K+Pf/883j88cfRt29fNGnSBKmpqTh//jyaNm2Kjz/+uFLHbtGiBcLDwxEWFoZHH30UWq0WCQkJMBqNiIqKwtSpU+22X7ZsGU6dOoUdO3agZcuW6Nu3L+rVq4eMjAwcPHgQL774Inr06AEAypd4m80Gk8kEm81Wpnm/5MVE5J+SJOHTTz/Fiy++iNDQULRr1w4ajQYnT55EWloa9Ho95syZo+zfqlUrhIeHY//+/ejevTvCwsKgVqsRExODmJgY+Pn5Yf369Rg6dCheeOEFLFy4EO3bt4e/vz9+//13HDx4EEajEWvXrkX79u3tYouOjkZaWhpat26Nvn374tatW0hISEBBQQHeeustdO3aVdl29erVGDduHFq3bo2HH34YBoMB58+fR2pqKlQqFRYuXGh37Iq+fvr164eFCxfCZDLh0UcftRulJScPTSYTHnroIYd55bp27YqBAwdi27ZtaNu2rd28hfXr18ewYcOwfv16u33K26/q8Nxzz+G9997DmjVrEB4ejrNnz2Lfvn3QarVYuXKlcpk6cHc+wJkzZ2LBggXo3bs3+vXrB0mSkJqainbt2iEiIgJ79uxxWWy9e/fGJ598gpdffhlRUVFo37492rZtC61Wi/T0dBw+fBj5+fkYOXKk0xVyi1MV5xuNRoN169bhsccew5w5c/Dxxx8jPDwcDRs2RGZmJg4fPoxr167hww8/dBi5/Mgjj8BsNqNNmzbo378/CgoKEB8fjzt37uDZZ58tdmXksggICMAPP/yAmJgY/OUvf8FHH32Ebt26IS8vDydOnMDZs2dx6NAhNGzYEA0bNsTEiRPxxRdfoEOHDujfvz8MBgOSkpJgtVoRFxfn9J84MTEx2LlzJx599FFERUXBy8sL9evXx3vvvQegaj5jqhOHpBERERER1QE6nQ5JSUl48cUXodfrsXHjRpw4cQKvvPIKtm3b5tIviMOGDcOOHTsQFRWFY8eOYdOmTWjSpAl27txZ7IIKzZo1w759+zBjxgxoNBqsWbMGBw4cwKOPPootW7Zg+vTpLouvOAaDAT/99BO++eYb9OjRAydOnMCqVauwf/9+NGjQAPPnzy/3fIF///vfMXbsWNy5cwc//fQTNm/eDI1Gg+nTp+PIkSPKohjA3S/rx44dg7+/P6Kjo13at5kzZ+Lrr7/GrVu3sG7dOty+fRt//vOfkZqaWunRg5IkYdWqVZg2bRqOHj2KjRs3wtfXF7Nnz8amTZug0diPO/Hx8cGOHTuwbNkyhIWFISkpCT/++COuX7+OZ555BuPGjYPFYoHJZFJGH8lzChaXHFSr1dBqtdDr9fD09IRer4dOp4NarVbmbHvnnXcwYcIESJKE+Ph4bNiwAXl5eZg0aRIOHz7skKxYvXo1hg8fjl9//RXffvstvvrqK7vLZR955BEcPXoUf/3rX1GvXj3s3LkT69atQ0ZGBvr164eVK1cqlzUWFhgYiJSUFAwYMAA7duxAYmIiQkNDsWLFCuVyZ9n06dMxZcoU+Pj4ICkpCWvXrsW1a9cwZswYpKam4sknn7TbPi0tDQAwbty4sjx1ip49eyqXRxa9hFieh9BZnWz9+vWYPXs2GjRooIyqGzt2LFJSUpzOGVfeflWHnj17YufOnWjcuLFyfnz00UeRmJiIwYMHO2w/b948/O1vf0NQUBASEhJw7NgxTJgwAdu2bSt1teGKmDx5Mvbv34/Y2FhkZ2dj48aN2LJlC3JycvDMM88o77vyqOjrpTQhISE4dOgQFi5ciKCgIKSkpGDNmjU4ffo0OnXqhE8++QTPPvusw34eHh5ISEjA008/jZSUFGzZsgXNmzfHBx984JJR1ZGRkUhLS8PkyZMhhMC6deuQnJwMX19fLFiwwG6F4+XLl2Px4sV44IEHEB8fj6SkJAwYMAD79+8vdrXlqVOn4q233oK3tzdWr16Nr776Srk8Gqiaz5jqJJVnVRaqOZIk/RIaGhr6yy+/1HQoRERERPcNm82mXEr04IMP1qpVNsn9HDx4EF26dMHChQsxe/ZslxwzMjISO3fuxPnz5116GaFMkiS0bNnS7vLi8pC/bxZdeKGgoABms7nY/ZyNEHR3iYmJiIqKQmxsrMsvIQfuno8CAwPRtWvXYudIIyosJiYGycnJSE9Pd7rIUHVJT0/HAw88gH79+jm9hJr+UN6/O8LCwnD8+PHjQgjHJa7LiZcYExERERERVYMdO3YgMDDQ4ZLcukieR9Bms0GtVsPDw8OuvuiXXjkZWJsSgtXt0KFDMBqNynxtRCWxWq3YtWsXZs2aVaPJQao9mCAkIiIiIiKqBjNmzMCMGTNqOgyXE0I4JPTkxUYAOF05VqVSQavVMiFYDl26dCnT/IxEwN1RuM5WjScqDhOERERERETVLDMz02HxiuI89NBDeP3116s4IroffPnll/j555/LtO3rr7+Ohx56yGmdPF+g1WqFzWaDJEkOCycUXgRDCAGbzWY3alCSpFLncXvvvfdw8uTJMsX7wQcfoH79+mXalmovnjuJqg7nIKwlOAchERERUfWrqjkI5fmYyoJzNpGrxMXF4ZtvvinTtjt27FAWrJATgiUtJOLp6el0nkFJkuwWEikPeX7FsqiqORjJvfDcSXUd5yAkIiIiIrqPtGrVipcKUrVbuXJlmRbPkBOB+fn5Ja4sXHSfwqMGAVR65Wwmd6gonjuJqg4ThERERERERPexsowQLKrwCsMVHSFIRETugwlCIiIiIiKi+4zFYlHmEWRCkIiImCAkIiIiIiKqw5ytMmy1WmGxWIrdhwlBIqL7CxOEREREREREdYycALRardBoNA4rBqvVarsEIROCRET3NyYIiYiIiIiIajFnIwRtNpuSALTZbA77qFQqaLVaJgSJiAgAE4RERERERES1StFFRdRqNTw8POy2UalUyu/yPIOFk4AqlcphVCEREd2/mCAkIiIiIiJyY6WtMmy1Wh324QhBIiIqDyYIiYiIiIiI3IjNZlOSgWVZZVgIAZvNZjdqUJIkjhAkIqIyY4KQiIiIiIioBpU3IQjcHSFYeGGRwslBIiKi8uKnCBERERERUTWzWCzIz8/HnTt3kJeXh/z8fFgslmKTgyqVChqNBh4eHjAYDDAYDPDw8IBGo6mx5GBeXh7mzJmDtm3bQq/Xo2nTppgwYQIuXbrksjZyc3Px3Xff4ZVXXkGPHj3g4eEBSZIwb968Uve9ePEixo8fj6ZNm0Kv16Nt27aYO3cuTCaTy+L77bff8I9//ANxcXFo164dVCoVJElCYmJiqfsmJyfjiSeeQEBAALy9vdG9e3d8++23Je5THX2SrVy5Et27d4e3tzcCAgLwxBNPYPfu3S5vh4jcA0cQEhERERERVTOLxeJ07kCZu48QNJlM6N+/P1JSUtCkSRMMGzYM6enpWLFiBTZu3IiUlBQEBwdXup0zZ85g3Lhx5d7v7NmziIiIQGZmJtq3b48+ffpg//79WLBgAeLj4xEfH++wsEtFrF69Gn/5y18qtN+YMWNgs9nQt29f1K9fH/Hx8YiNjcWRI0fwwQcf1FifAGDatGlYtmwZDAYDBg0aBJPJhG3btmHr1q1YtWoVhg8f7pJ2iMh9uNenDBERERERUR0gjxDMy8uDxWJxqC+a8HPHEYIlWbhwIVJSUhAREYHTp0/j+++/R2pqKhYvXozr169jwoQJLmnHx8cHEydOxKeffooDBw5gwYIFZdovLi4OmZmZmDp1Ko4ePYrvv/8ep06dwogRI5CcnIx3333XJfEFBwdj2rRp+Ne//oXTp09j0KBBpe5z48YNTJgwAVarFatWrUJiYiJWrVqFkydPok2bNli8eLHTEYjV1aft27dj2bJlCAwMRFpaGtatW4fNmzdj165dUKvVGD9+PIxGo0vaIiL34X6fNERERERERLWc1WqFxWJR5hYsSq1W16qEYGFmsxkff/wxAOCTTz6Bt7e3Ujd9+nSEh4dj586dOHDgQKXbat26Nb788ku88MIL6Ny5M7Raban77N27F8nJyWjYsCEWLVqklGs0GixfvhxarRYfffSR08RtecXExODDDz/E008/jZCQkDKtFv3ll1/i9u3bGDZsGEaOHKmUN2rUSIl38eLFNdanJUuWAADeeusthISEKOURERGYPHkyjEYjvvrqq0q3Q0Tuxb0/eYiIiIiIiNyMzWazGyFoNpsdtlGr1XbbO6uvLQnBopKTk3Hr1i20bt0anTp1cqgfPXo0AGDDhg3VHRoAYNOmTQCAoUOHOlxy26hRI/Tp0wc3b97Ezz//XBPhKfHJj1NhQ4YMgV6vx/bt2+3mFayuPuXl5SEhIaHY+Gr6uSWiqlO7PomIiIiIiIiqWdGEYOFFReQViIsqfMmwq+aFcxdpaWkAgM6dOzutl8uPHDlSbTEVVpvj0+l0aN++PUwmE06fPl2mfQqXV7ZPp06dQn5+Pho0aICgoKAqa4eI3A8XKSEiIiIiIipETvpZrdZiE4AyIQSMd/JhsKkAh8tLVYBNALDeu7mPenpNmS6HdebChQsA4DSBVLg8IyOjYsFVkjvHd/v2bdy6dcsujqKCgoKwf/9+ZGRkIDw8HED19am0dry8vODn54ebN28iOzsbPj4+lWqPiNwHE4RERERERHRfE0LAarWWKSEokyQJarUauWYbHlm0sxqidK20uYPgayh9Pj9ncnJyAACenp5O6728vAAA2dnZFQuuktw5Pjk2oHzxVVefSmtHbstoNDJBSFTHMEFIRERERET3HYvFUqGEoFqthkqlUuYNNNkKqjpUIiKiKscEIRERERER3XfMZjOEEMXWywlBlUql/KS75FWL79y547Q+NzcXAGpsdJk7x1d4xec7d+6gXr16Dts4i6+6+lRaO65si4jcCxOEVUCSpDgAK5xURQkhEqs3GiIiIiKi+4+8gIjVaoVOp7NbVRi4u4qwxWJR7lc0IVhPr0Ha3EEujb061NNX/KtgixYtAAAXL150Wi+Xt2zZssJtVEaLFi1w6NAht4yvXr168PX1xa1bt3Dx4kWEhoY6bOMsvurqU2nPbW5uLoxGI/z9/ZkgJKpjmCCsWr1hPxvx8ZoKhIiIiIjofiJfQgzcXXTEWYIQQKVHCEqSVOG5/GqrDh06AAAOHjzotF4ulxfYqG4dOnTA+vXr3Tq+Xbt24eDBgw4JwoKCAhw7dgx6vR5t27a126c6+vTggw/Cw8MD169fx6VLl9CsWbMqaYeI3A/HyVetVCFESqHb7ZoOiIiIiIiothNCwGKxwGw2Iy8vz24koKxwwk9OFBam0Wjg4eEBrVbLy4fLqVevXvD19cW5c+dw+PBhh/pVq1YBAIYOHVrdoQEAhgwZAgDYsGED8vPz7equXr2KpKQk+Pv7o1evXjURnhKf/DgVtnHjRphMJgwYMAB6vd5hn6ruk8FgQP/+/QEAP/zwg0N9TT+3RFR1+ElIRERERERurWhC8M6dO8jPz0dBQYFyGXFRarUaGo0GOp0OOp2uBqKuu3Q6HV5++WUAwJQpU5Q56QBgyZIlOHLkCPr164cuXbrY7ZeYmAhJktCqVasqja979+7o1asXrl27hlmzZinlFosFL730EgoKCjB16lRotfYjP+fNmwdJkhAXF1el8U2aNAn16tXD+vXrsWbNGqX82rVr+Otf/woAmDFjht0+1dmn6dOnAwAWLlyIM2fOKOV79uzBZ599Bj8/P0ycOLHMxyOi2qFWX2IsSVIXAAMBdL93awYAQgiplP0MAN4AMBZACwA3AGwG8LYQ4pILQ7wkSVIg7l5avEAI4fgvIiIiIiIisiOEUFYYln+WxFm9vOIwVY233noL27dvx+7duxESEoI+ffogIyMDqampaNCgAb7++muHfeTnqWgSqzQjRozAlStXAACXL18GAHz55ZfYvHkzAKBJkyZYu3at3T4rVqxAREQEli1bhoSEBISGhmLfvn349ddf0bNnT7zxxhsuie/KlSsYMWKEcv/kyZMAgJdeeklZgGTIkCF4++23lW0CAgLw9ddf46mnnsLo0aMRGRmJwMBAbN++HUajEdOnT0dkZKRDW9XVpwEDBuDVV1/FsmXL0LFjRwwcOBBmsxnbtm2DEAIrVqyAn59fmY9HRLVDrU4QAngbwLDy7CBJkh5AAoBHAFwBsB5AKwDjAURLkvSIEOLXSsZ1BcBsAKkADAAmAvhBkqThQoj1lTw2EREREVGdUt6EIOC4qAhVL71ejx07duDdd9/F//t//w/r1q1DQEAA4uLi8M477yAoKMhhn7S0NADAuHHjytXWoUOHkJGRYVd26dIlXLp0d2yHs4U5QkJCcOjQIcyZMwebN2/G2rVr0aJFC7z99tt488034eHh4ZL48vPzkZqa6lB+4sQJ5feHHnrIoX7UqFHYtWsXFi5ciJSUFJjNZoSGhuLll19GbGys07aqq08AsHTpUnTs2BEff/wxtm3bBp1OhwEDBuDtt99Gz549y3UsIqodJCFETcdQYZIkzQLgBWDfvVs6AI+SRhBKkrQQd5N3ewAMEkLk3CufDmAxgJ1CiMhC2/sBaFxKKHeEEBdKiTUJgE4I0aOUYxW3/y+hoaGhv/zyS0V2JyIiIqIKsNlsOHXqFIC7k/dzrjrXcEVCkM9F7RMTE4Pk5GSkp6e73Qq4NpsNgYGB6Nq1K7Zt21bT4bhEXewTUV1X3r87wsLCcPz48eNCiLDKtl2rRxAKId4vfF+SSryyGJIk6QC8fO/uFDk5eO9YSyRJigXQT5KkLkKIA/eqxgJYXkooOwFElrLNegD/XynbEBERERHdF4outFCUJElKMpAJwdrParVi165dmDVrltslB4G7oxSNRiMWLFhQ06G4TF3sExFVnVqdIKyAXgB8AZwTQhxyUr8KQDiAoQAOAIAQ4lMAn1ZbhEREREREdYDValVuer3e7p/5cvKv8MhBJgTrNrVaDaPRWNNhFKtLly6ozVfXOVMX+0REVed+SxB2uPfzYDH1cnm4KxuV7v41NAKAs6Rk0W2Lu4a4tStjIiIiIiKqSvn5+Upywmq1QqOx/+qh0WhgtVqZECQiInID91uCsMW9nxeLqZfLHWe5LQdJklYB2AvgCAAPAJMARACIqcxxiYiIiIjcgRDCbv5ArVbrsFCIWq2GxWIB4DxBqNVqy72aLREREVWN+y1B6H3v551i6nPv/azspBincTcpKC/ddQhAtBDif6XtWNzEkvdGFoZWMi4iIiIionIrmhC0Wq129fIowKJlQgindURERORe7rcEYbUQQrwJ4M2ajoOIiIiIqCJKSwgWZbVaHUYDajQah1GDRERE5J7ut09sedViz2Lqve79zK6GWIiIiIiI3EJ5E4KA/aIinD+QiIiodrvfEoQX7v0MKqZeLs+ohliIiIiIiGqEKxKCKpXKbmViIiIiqr3utwRh2r2fnYupl8uPVEMspZIkyQ+A3727WpvNVpPhEBEREVEdIYSAyWQqcRsmBImIiO4f91uCMBnALQCtJUnqKIQ4XKR+9L2fG6o3rGJNAzBXvpOVlVWDoRARERFRtWUQJgAAIABJREFUbVF0hKBer7erl5N9QgiljAlBIiKi+9d9NVmIEMIM4ON7dz+RJEmecxCSJE0HEA5gpxDiQE3E58RSAA/cu50JDAys4XCIiIiIqLYwmUwoKChQkoRFyasL63Q66PV6GAwG6PV6aLVaqNVqJgeJiIjuI7V6BKEkSUMAvF2oSHevPKVQ2TtCiE2F7i8EMABATwBnJElKAtASQA8A1wFMqNKgy0EIYQRgBABJkgo4+TMRERERAX+MEJRHCXp4eNgl9OTRgHJi0Gq1Oiwk4uHhUa0xExERkfuq1QlCAA1wN7FXVI8i2yiEECZJkqIAvAHgaQDDAdwAsBLA20KIi1UTKhERERFRxRRNCNpsNrvLg61WKzQa+z/t5VGA8mXDRERERMWp1QlCIcRK3E3slXe/PABz7t2IiIiIiNxKaQnBopxdQqzT6aoyRCIiIqpDeM0qEREREVENE0LAarWioKAAJpMJeXl5MJlMMJvNsFqtxSYH1Wq1MmcgUXXLy8vDnDlz0LZtW+j1ejRt2hQTJkzApUuXXNZGbm4uvvvuO7zyyivo0aOHcjn9vHnzSt334sWLGD9+PJo2bQq9Xo+2bdti7ty5Ja7gXR19SkxMhCRJxd4eeeQRl/apolauXInu3bvD29sbAQEBeOKJJ7B7926Xt0NE7qFWjyCs6yRJ8gPgd++u1tl/homIiIio9invCEGZvMKw/JMLiVBNMZlM6N+/P1JSUtCkSRMMGzYM6enpWLFiBTZu3IiUlBQEBwdXup0zZ85g3Lhx5d7v7NmziIiIQGZmJtq3b48+ffpg//79WLBgAeLj4xEfH+8wD2d19UnWunVr9O7d22m5q/pUUdOmTcOyZctgMBgwaNAgmEwmbNu2DVu3bsWqVaswfPhwl7RDRO6DCUL3Ng3AXPlOVlZWDYZCRERERK5itVqRn59f6nZMCJK7WrhwIVJSUhAREYGtW7fC29sbALBkyRLMmDEDEyZMQGJiYqXb8fHxwcSJE9GtWzd069YNmzZtwpw5pc8UFRcXh8zMTEydOhXLli0DAFgsFjz11FNYu3Yt3n33XYdRiNXVJ1nv3r2xcuXKMm9fkT5VxPbt27Fs2TIEBgZiz549CAkJAQDs2bMHkZGRGD9+PCIjI+Hn51fKkYioNuElxu5tKYAH7t3OBAYG1nA4RERERFQWhS8ZNpvNDvXFXRIsXzKs1+vh6ekJvV4PnU6nLDhC5A7MZjM+/vhjAMAnn3yiJNIAYPr06QgPD8fOnTtx4MCBSrfVunVrfPnll3jhhRfQuXNnaLXaUvfZu3cvkpOT0bBhQyxatEgp12g0WL58ObRaLT766CNYLJYa6VNFVKRPFbVkyRIAwFtvvaUkBwEgIiICkydPhtFoxFdffVXpdojIvTBB6MaEEEYhRLoQIh1AgUrFp4uIiIioNrDZbMocggUFBQ6XDxdeXZgJQaptkpOTcevWLbRu3RqdOnVyqB89ejQAYMOGDdUdGgBg06ZNAIChQ4c6XHLbqFEj9OnTBzdv3sTPP/+slNfFPlVEXl4eEhISAPzR58Jq+nEgoqrDjBMRERERUQXIIwSdXSpcNMFntVodtjEYDEwIUq2UlpYGAOjcubPTern8yJEj1RZTYRWJryb6dObMGbzxxht4/vnn8eabb+J///uf0xXJqzO+U6dOIT8/Hw0aNEBQUFCVtUNE7odzEBIRERERlYG8oIizRUW0Wi2KXu2hVqths9mU+QOpjhICMN2q6SjKT+8LVDApfeHCBQBwmkAqXJ6RkVGx2CqpIvHVRJ92797tsCrwww8/jNWrV9td2lud8ZXWjpeXF/z8/HDz5k1kZ2fDx8enUu0RkftggpCIiIiIyIm8vDzcunUL+fn50Gq1yMvLKzbRZ7VaHepctZoouTnTLeD9ljUdRfnNygAMFVtkIicnBwDg6enptN7LywsAkJ2dXbHYKqki8VVnn3x9ffHaa69h1KhRSiLw8OHDmD17NlJSUjBo0CAcPnwYvr6+1R5fae3IbRmNRiYIieoYJgjdmCRJfgDkT21tccPNiYiIiKjy8vLykJ2djezsbOTk5NhN9l/cwgiFVxgmIiqLTp06Ocxz2L9/f/z888+IiopCUlIS/vGPf+CNN96ooQiJ6H7Ev2Tc2zQA5+/dQrKysmo4HCIiIqK6Iy8vD9euXcOvv/6KtLQ0HD9+HL/99huMRmOxK4GqVCpotVp4eHjA09MTBoNBmUOQ6H4hr/B7584dp/W5ubkAUGOjyyoSnzv0Sa1WY9asWQCALVu22NVVV3yltePKtojIvXAEoXtbCmDlvd+3BgYGhpSwLRERERGV0bVr1/Dbb7+Vup3BYEBBQQEkSYKnpycTgeRI73v3ct3aRu9b+jbFaNGiBQDg4sWLTuvl8pYta+bS6xYtWuDQoUPlis9d+iRfcnzlyhW78or0qSJKexxyc3NhNBrh7+/PBCFRHcMEoRsTQhgBGAFAkqQCXrpCREREVHYmkwnZ2dkQQqBhw4Z2dfIomaI8PT3h4+MDHx8feHt7Q5IknDp1CgC4yjA5J0kVnsuvturQoQMA4ODBg07r5fLw8PBqi6mwDh06YP369eWKz136dPPmTQB/zCkoq0ifKuLBBx+Eh4cHrl+/jkuXLqFZs2ZV0g4RuR9mnIiIiIiozjEajfjll19w4cIF/P777w71BoMBarUanp6eaNSoEdq0aYOOHTuiXbt2CAoKgq+vL0cLEhWjV69e8PX1xblz53D48GGH+lWrVgEAhg4dWt2hAQCGDBkCANiwYQPy8/Pt6q5evYqkpCT4+/ujV69eSrm79Gn16tUAgM6dO9uVV6RPFWEwGNC/f38AwA8//OBQX9PPLRFVHSYIiYiIiKhWMplMyMzMxOXLlx3qCo8QLCgocPhCLUkSwsPDmRAkqgCdToeXX34ZADBlyhRlTjoAWLJkCY4cOYJ+/fqhS5cudvslJiZCkiS0atWqSuPr3r07evXqhWvXrilz+gGAxWLBSy+9hIKCAkydOtVu8aHq7NPSpUsdpjgQQuCzzz7Dhx9+CEmS8OKLL1a6TwAwb948SJKEuLi4Msc3ffp0AMDChQtx5swZpXzPnj347LPP4Ofnh4kTJ5b5eERUO/ASYyIiIiKqFfLz85VVhrOzs1FQUADgbrKvcePGdisJazQaGAwGAHcn0nd2eTCnbyGquLfeegvbt2/H7t27ERISgj59+iAjIwOpqalo0KABvv76a4d9bDYbgOJXBS/OiBEjlDn55H8IfPnll9i8eTMAoEmTJli7dq3dPitWrEBERASWLVuGhIQEhIaGYt++ffj111/Rs2dPpysEV1efli5dipkzZ6Jz58544IEHYDKZcPToUZw/fx4qlQofffSRQyKyon2qSHwDBgzAq6++imXLlqFjx44YOHAgzGYztm3bBiEEVqxYAT+/++uyeqL7Af8qIiIiIiK3lJ+fj8zMTJw/fx5HjhzBsWPHkJGRgRs3bijJQeDuyJucnByH/du1a4fQ0FA0b94cOp2uOkMnqvP0ej127NiBt99+G56enli3bh0yMjIQFxeHgwcPIjg42GGftLQ0AMC4cePK1dahQ4eQmpqK1NRUZeTdpUuXlLJDhw457BMSEoJDhw4hLi4O169fx9q1a6FSqfD2228jPj4eHh4eNdanGTNm4PHHH0dmZiY2bdqEzZs3w2az4dlnn0VKSooyktEVfaroY7506VKsWLEC7dq1w7Zt27Bnzx4MGDAAu3btwvDhw8t1LCKqHSQhRE3HQGUgSdIvoaGhob/88ktNh0JERERUJQqPEMzJyYHZbC51H4PBAB8fH9SvX18ZMehKNptNWaTkwQcf5KhDokqIiYlBcnIy0tPT68wKuO7cJ5vNhsDAQHTt2hXbtm2r6XCIqAzK+3dHWFgYjh8/flwIEVbZtnmJsRuTJMkPgDx2WysPDyciIiKqC/Lz85GTk6MkBcuaEPT29lZWGtZo+OcsUW1gtVqxa9cuzJo1y+0SaRXl7n06dOgQjEYjFixYUNOhEFEtwL+o3Ns0AHPlO1lZWTUYChEREZHrXLx4EVevXi11O71eryQDmRAkqr3UajWMRmNNh+FS7t6nLl26gFcMElFZ8S8s97YUwMp7v28NDAwMqcFYiIiIiMrFbDYjOzsbarXaYUJ7T09Pp/sUTgh6e3uXezEDIiIiIio/JgjdmBDCCMAIAJIkFXDOGyIiIqotrl27piwm4OPj45AglC/HkxOC8mXDTAgSERERVT8mCImIiIioQuQRgkII1K9f366u8AjBnJwc2Gw2u4m2tVotwsPDmRAkIiIicgNMEBIRERFRmRQUFCgLimRnZyM/Px8AoNPpHBKEXl5eUKlU0Gq18PHxcUgQAmBykIiIiMhNMEFIRERERE4VlxAsymw2w2w2Q6fTKWWSJOHhhx/moiJEREREtQD/YiMiIiIiAPYJwZycHJhMplL38fDwgI+Pj9OVMpkcJCIiIqod+FcbERER0X2qoKAAOTk5SlKwrAlBeUERHx8fu1GDRERERFQ7MUFIREREdB9KT09HVlZWqdvpdDolGciEIBEREVHdxAQhERERUR1lsViQnZ0NnU4HLy8vuzoPDw+n+zAhSERERHT/YYLQjUmS5AfA795drc1mq8lwiIiIqBa5dOkSfv/9dwBA/fr1HRKEPj4+AOwTgt7e3sUmDomIiIio7mKC0L1NAzBXvlOWy4CIiIjo/mGxWJCTkwOVSoV69erZ1en1euX37Oxsh329vLzQvn17JgSJiIiICKqaDoBKtBTAA/duZwIDA2s4HCIiIqpJFosFRqMRv/32G44fP460tDScO3cOV69eddhWHiGo1Wrh5eXlsMqwJElMDhJRpeTl5WHOnDlo27Yt9Ho9mjZtigkTJuDSpUsuayM3NxffffcdXnnlFfTo0QMeHh6QJAnz5s0rdd+LFy9i/PjxaNq0KfR6Pdq2bYu5c+eWuCAT+1Q5ycnJeOKJJxAQEABvb290794d3377rcvbISLX4whCNyaEMAIwAoAkSQUqFfO5RERE9xN5hKC8ynBeXp7T7XJyciCEgCRJSplOp+MIQSKqMiaTCf3790dKSgqaNGmCYcOGIT09HStWrMDGjRuRkpKC4ODgSrdz5swZjBs3rtz7nT17FhEREcjMzET79u3Rp08f7N+/HwsWLEB8fDzi4+Mdzo/sU+WsXr0aY8aMgc1mQ9++fVG/fn3Ex8cjNjYWR44cwQcffOCSdoioajDjREREROQmrFarMkLwxIkTygjBa9euFZsc1Gq18PPzg9VqdahjcpCIqsrChQuRkpKCiIgInD59Gt9//z1SU1OxePFiXL9+HRMmTHBJOz4+Ppg4cSI+/fRTHDhwAAsWLCjTfnFxccjMzMTUqVNx9OhRfP/99zh16hRGjBiB5ORkvPvuu+yTC/t048YNTJgwAVarFatWrUJiYiJWrVqFkydPok2bNli8eDESExNd0hYRVQ2p6OUm5J4kSfolNDQ09JdffqnpUIiIiMhFrFar3QjBO3fulLqPVquFt7e3srBI4bkGyfVsNhtOnToFAHjwwQfBKzqIALPZjIYNG+LWrVs4ePAgOnXqZFffoUMHHDlyBPv370eXLl1c2vZ7772HN954A3Pnzi32kty9e/eiR48eaNiwIS5cuGD3z5KrV6+iefPm8Pb2xrVr16DRaNgnF/Rp0aJFmDVrFoYNG4Z169bZ1a1duxYjR45EdHQ0NmzYUKl2iOq68v7dERYWhuPHjx8XQoRVtm3+hUNERERUA86ePYvDhw/j7NmzuHr1arHJQY1GA39/f7Ro0QJhYWEIDw9HcHAwGjRowOQgEdWI5ORk3Lp1C61bt3ZIOgHA6NGjAaDGkkGbNm0CAAwdOtRhJHWjRo3Qp08f3Lx5Ez///LNSzj65Jj75mIUNGTIEer0e27dvL3GuRCKqWUwQEhEREVURq9WKW7duwWw2O9Sp1Wqn+xRNCHbo0IEJQSJyK2lpaQCAzp07O62Xy48cOVJtMRVWkfjYp6qLT54T12Qy4fTp05Vui4iqBhcpISIiIqoCGRkZyMzMBAAEBQWhUaNGdvU+Pj64ceMGNBrN/8/encc1deX/43/dQCBAAggIbkVFcYlWrG2pYKlMR1s/bi1K6bTOx6V1ph1r3TrWLh+Xn7aPdlqtdR6O1c/4qbQurR2X8atWq6gUxaUoCAqKKyiKsgiSsGa5vz8wdwgJsgUS8PV8PHhIzr0n931SK+GVc8+RbhdWKpVwc3OzR7lE1ESiKEKj09i7jEZTyVVmGxs1xo0bNwBU/9tmjak9Ozu7acU1U1Pq45iarqSkBPfv36/3WqdPn0Z2djYGDRrUrOsRUctgQEhERETURAaDAaWlpZDL5RbBnlwul77XaDQWAaG3tzc8PDwYCBK1cRqdBsN+GGbvMhot8bVEeLp4NqmvVqsFALi7u1s97uHhAaD63z57aEp9HFPza2uNaxFRy2FASERERNRARqPRYlMRURTRsWNHBAYGmp2rVCoBVN8ybFowvqa62omIiIiIWhvflRIRERHVoa5AsDZrMyKUSiXUajVnCBJRu2P6AKSuzZVKS0sBVC+lYA9NqY9jan5tpmt5elrOTLX360dE9WNASERERPSAKRA0hYKlpaVWA8GanJycoFAoIIqi2XpeMpmM4SDRI0AlVyHxtUR7l9FoKnnTgxrTjOmcnByrx03t3bt3b/I1miMwMBApKSmNqo9jajpPT094eXnh/v37yMnJgVqtbrFrEVHLYUDowARB8Abg/eCh3Gg02rMcIiKidsdoNKK0tFSaIdjQQFCpVEobi7i5uTV5oX8iavsEQWjyWn5tVUhICAAgOTnZ6nFTu702owgJCcGuXbsaVR/H1Pz6EhISkJycbBEQ6nQ6nD9/HgqFAn369Gn2tYioZcjsXQA91BwA1x98BRcWFtq5HCIiovZBFEVcunQJZ8+exaVLl5CbmwutVms1HHRycoKXlxe6deuG/v37IyQkBL1790ZAQADc3d0ZDhLRI2fYsGHw8vLC1atXcfbsWYvj27ZtAwCMGzeutUsDAIwZMwYAsHv3blRWVpodu3v3Lo4ePYoOHTpg2LD/bC7DMdmmPtNz1rRnzx5UVFRgxIgRUCgUzb4WEbUMBoSO7WsAPR98Xfb19bVzOURERG2L0WiERqOBwWAwaxcEAUajkYEgEVETuLi4YObMmQCAd955R1pfDgC++uorpKWlYfjw4XjyySfN+sXHx0MQBPTo0aNF6wsNDcWwYcOQl5eHBQsWSO16vR4zZsyATqfDrFmzzHab55iaN6bp06fD09MTu3btwo4dO6T2vLw8vP/++wCA9957r1FjJqLWJdR3Gw05BkEQ0tVqtTo9Pd3epRAREbUJ165dQ3FxMURRRK9eveDt7W12/NatW7hz5w5kMpl0u7BSqWQISGaMRiMyMzMBAH379oVMxs/XiQCgoqICkZGROHXqFDp37oyIiAhkZ2fj1KlT6NixI06ePImgoCCzPocPH8bvf/979O7dG5cvX27wtaKiopCbmwsAuH37Nm7evImuXbuiW7duAIDOnTtj586dZn0uX76MsLAwFBYW4vHHH4darUZSUhKuXbuG8PBwHD58GK6urhyTDce0fft2xMTEQBRFREZGwtfXF3FxcSguLsa8efOwYsWKBj8X0aOqse87BgwYgIyMjAxRFAc099p8h0NERERtliiK0Gq10Ol0dR4HrO8y7Ofnh379+mHw4MHSDEEPDw+Gg0REDaBQKHDkyBEsXLgQ7u7u+Pe//43s7GxMnToVycnJFqETAKSmpgIAJk+e3KhrpaSk4NSpUzh16hRu3rwJoPpDHlNbSkqKRZ/g4GCkpKRg6tSpyM/Px86dOyGTybBw4UIcOnTIIkjjmJo/pokTJyIhIQEvvvgiUlJS8PPPP6N3796IjY1lOEjUBnAGYRvBGYRERETVgV/tTUWMRiO6deuGgIAAs3Pz8/Nx48YNyGQy+Pr6Srs5EjUGZxAS2c748eORmJiIrKwsqFRN30XZkXBMRGRL9pxByF2MiYiIyGHVFQjWptVqLQJCb29vuLu785ZhIiIHYDAYkJCQgAULFrSb0IljIqL2hAEhEREROQxTIKjVaqHRaKDVaq0GgjXJZDKrAaBcLjdbrJ2IiOzHyckJxcXF9i7DpjgmImpPGBASERGR3YiiiLKyMmmGYEMDQQ8PD2ljEa4bSERERETUPAwIiYiIqNXp9Xpcv369QYGgIAhQKpUMBImIiIiIWggDQiIiImoxphmCHh4eZu3Ozs4oKyuzGg7WDgTd3d25MQQRERERUQtiQEhEREQ2J4oirl69Cq1WC4PBALVaDTc3N7NzlEoliouLpUDQFAp6eHgwECQiIiIiakUMCImIiKjJRFFEeXk5FAqFWagnCAJ0Oh0MBgOA6l2GaweEnTp1gr+/PwNBIiIiIiI7Y0BIREREDWYKBGtuKmIwGNC7d294eXmZnatSqVBWViaFhbXVvu2YiIiIiIjsgwEhERER1amuQLA2jUZjERD6+fnB09MTSqWSMwSJiIiIiBwYA0IiIiIyU1ZWBq1WK4WC1gLBmgRBsHqOQqGAQqFoqTKJiIiIiMhGGBA6MEEQvAF4P3got7bTIxERUXPVnCHY0EDQ3d1d2mWYMwSJiIiIiNo2BoSObQ6AxaYHhYWFdiyFiIjak8rKSuTk5ECr1UKv1z/0XAaCRERERETtGwNCx/Y1gNgH3x/w9fUNtmMtRETURlVWVsLV1dWszcnJCcXFxVbPrx0Ienh4wMnJqTVKJSIiIiIiO2BA6MBEUSwGUAwAgiDoOFuDiIgaSq/X48aNG9Itw4MHDzab9efs7Aw3NzeUl5cDqN5RWKlUSjMEGQgSERERET06mDgRERG1cRUVFRZtTk5OKCkpgV6vhyiK0Gq1Fud06dIFvXv3xuDBg9GvXz9069YNXl5eDAeJiKhBkpKSEBMTgy5dukAul8Pb2xsRERHYsGEDRFG0d3kW0tPT8corr6Bjx45wc3PD448/jq+//hr1rfWelZWFt99+Gz179oSrqyv8/PwQFhaGL7/80iZ1lZaWYuPGjXj33XfxzDPPwNXVFYIgYMmSJfX2zcnJwbRp09ClSxcoFAr06dMHixcvtvreoKlu3ryJNWvWYOrUqejfvz9kMhkEQUB8fHy9fRMTEzF69Gj4+PhAqVQiNDQU33///UP7tMaYTGJjYxEaGgqlUgkfHx+MHj0ax48ft/l1iNoCziAkIiJqYyoqKsw2FdHr9RgwYIDZjsGCIECpVOL+/ftSH09PT7Pn8fb2BhERUVNs374dr776KgwGA4YMGYKIiAjk5+fj6NGjOHbsGOLi4rB582Z7lyk5ceIEfv/736O8vByhoaHo0aMHEhISMHfuXBw/fhxbt26FIAgW/fbt24fo6GiUl5djyJAhGDp0KAoLC3Hu3DmsW7cO8+fPb3Ztly9fxuTJkxvd78qVKwgLC0NBQQEGDhyIiIgInD59GkuXLsWhQ4dw6NAhiyVGmmL79u2YO3duk/q9+uqrMBqNeO655+Dn54dDhw5hypQpSEtLw/Lly+02JgCYM2cOVq1aBTc3N7zwwguoqKjAwYMHceDAAWzbtg0vv/yyTa5D1GaIosivNvAFIF2tVotERPToKS8vF/Py8sSrV6+Kqamp4unTpy2+8vLyLPqVlJSIRUVFol6vt0PVRO2DwWAQMzIyxIyMDNFgMNi7HCKHoNPpRH9/fxGAuHnzZrNjGRkZoo+PjwhAPHz4sJ0qNFdVVSX27NlTBCB+9dVXUrtGoxHDwsJEAOKGDRss+l24cEFUKBRix44dxcTERLNjBoNBTEpKskl9V65cEd98801x7dq14pkzZ8SlS5eKAMTFixc/tN+wYcNEAOKsWbOkNp1OJ0ZFRTWof0Pt2rVLnDNnjrh582bx0qVL4gsvvCACEI8cOVJnn8LCQtHT01MEIG7fvl1qv3Pnjti7d+86+7fWmA4ePCgCEH19fcVLly5J7cePHxddXFxEb29vsaioyCbXImqMxr7vUKvVIoB00Qa5E28xJiIicjAVFRUoKCjA9evXkZaWhvT0dNy4cQNFRUXQ6XRW+1RWVlq0qVQqeHt785ZhIiKyqYsXLyIvLw99+/bF66+/bnasf//++OMf/wig+hbklpCVlQVBEDB16tQGnb9z505cv34dISEhZjPhlEolVq9eDQBYsWKFRb958+ahoqICsbGxCA8PNzsmk8nw1FNPNX0QNfTq1Qvr16/HW2+9hSFDhkAul9fb57fffkNiYiL8/f3xxRdfSO3Ozs745ptvIJfL8fe//x16vb7Z9Y0fPx4rV67E66+/juDgYKszLWtbv349SkpK8NJLL2HChAlSe0BAgFRv7de8Ncf01VdfAQD+53/+B8HB/9kLNCwsDG+//TaKi4vxf//3f82+DlFbwoCQiIjIziorKy0CwezsbNy7d6/OQNDNzQ3+/v7o1asXQkJC0K1bt1aumoiIHlUNvcXT19fXou3evXv48MMPoVar4ebmBi8vLzz//PPYs2ePrcuU7N27FwAQHR1tcWzIkCEICgrC+fPnkZWVJbXfvHkTv/zyC4KCgjB69OgWq62pTGMaN26cxX+PgIAAREREoKioCMeOHbNHeQ99zceMGQOFQoG4uDizdQVba0zl5eU4fPhwnfWZ2nbv3t2s6xC1NQwIiYiI7KC8vFwKBM+fP9/oQFCtVuOxxx6Dt7c3nJ25pDAREbWeoKAg9OrVC5mZmdiyZYvZsQsXLmDTpk3o0KEDoqKizI5dunQJgwcPxueff47y8nK8+OKLeOqpp3Dq1CmMGzfO6pp0tpCamgqgOgy0xtSelpYmtcXHx8NoNCI8PBx6vR4//fQTZs+ejZkzZ2Lt2rUoKipqkVobqiljak0Pq8/FxQUDBw5ERUWk6EUjAAAgAElEQVQFLl261KA+NdubO6bMzExUVlaiY8eOVj9gtfdrR2Qv/I2CiIiohen1eosQz2g04t69e3X2cXNzg0qlgkqlglKpZAhIROSgRFGEUaOxdxmNJlOpGnSrqDVOTk747rvvMHbsWEyaNAkrVqxAcHAw8vLycPToUajVasTGxsLHx0fqYzAYEB0djZs3b+KLL77Ae++9B5mser7KlStX8MILL+CDDz7AqFGjMHDgQJuM0eTGjRsAUOdse1N7dna21JaRkQGg+jbkiIgInDx50qzPxx9/jG3btuF3v/udTWttqKaMqbWUlJRIm6Q9rL7Tp08jOzsbgwYNAtB6Y6rvOh4eHvD29kZRURE0Gg1UKlWzrkfUVvC3DSIiohZQWVmJ3NxcaB780vj444+bHXd3d4dMJoPRaARQHQgqlUopFGQgSETUNhg1GlwKfcbeZTRan99OwanW7vaNMWzYMPz666+IiopCcnIykpOTAVTPDhs5ciSCgoLMzt+9ezfOnTuHiRMnWuz827t3b6xYsQITJkzAP//5T6xatarJdVmj1WoBVP/stcbDwwMApJ/ZAKQZguvXr4dSqcSWLVswatQo5OfnY9myZdi0aROioqKQnp6Orl272rTehmjKmFqLqTagcfW11pjqu47pWsXFxQwI6ZHC3z6IiIiaSafTWSwoLpPJUFhYKD2urKw0W09HEAR07doVcrmcgSAREbU5P/zwA6ZNm4ahQ4fihx9+wIABA3D79m0sX74cK1aswJEjR3D8+HHpZ9+BAwcAwGzDipoiIiIAVG9UUdPnn3+OixcvmrWZAp5jx45Z3ahk+vTpePbZZ5s1PtMHeHq9HuvWrUNMTAwAoEOHDti4cSMyMzORlJSENWvW4NNPP23WtYiIHAF/GyEiImqkqqoqaDQa6Uun02Hw4MHSrVIAIJfLoVAopMW3y8rKLBbc9vf3b9W6iYiIbOHy5cuYMmUK/P39sWfPHiiVSgBAcHAw1q1bh9u3b2PPnj349ttv8Ze//AUApA1AJk2ahEmTJtX53AUFBWaP9+/fj19//dXquVevXsXVq1ct2iMjI80CQqVSiaKiIpSVlVl9ntLSUgAwmylmGpNSqcQrr7xi0WfatGlISkqqs7aWZqqvMWNqLabagOr6PK3MVH3Ya97SY6rvOra8FlFbwoCQiIioHjUDQa1Wi8rKSotzSktLLd5Edu7cGUD1m8vaMwyJiKh9kKlU6PPbKXuX0WiyZgQfP/74I3Q6HUaNGmUWBpnExMRgz549SEhIkAJC04y8UaNGISAgoM7n9vPzM3scHx9vcU5WVhZ69uyJKVOmIDY2tt56AwMDUVRUhJycHGm9u5pycnIAAN27d5faTN8HBgZaXauxR48eAIC8vLx6r98SAgMDkZKSItVem7UxtRZPT094eXnh/v37yMnJgVqttjjHWn2tNabAwECz56uttLQUxcXF6NChAwNCeqQwICQiIqqlqqoKWq1WCgWtBYK1lZWVWbyJrLk4OxERtU+CIDRrLb+2yBSseHl5WT1uaq+5069pQ4jp06dj4sSJLVyhuZCQEKSmpiI5ORmjR4+2OG5aP7FmePjEE08AQJ27FZs2GrMWkLaGkJAQ7Nq1S6q9Nmtjak0hISFISEhAcnKyRUCo0+lw/vx5KBQK9OnTx6xPa4ypb9++cHV1RX5+Pm7dumWxhqS9Xzsie5HVfwoREVH7ptPpcO/ePWRnZ+P8+fM4d+4crl+/joKCgjrDQVdXV/j5+aFnz54YNGjQQ2dDEBERtSedOnUCAJw+fdrq8aSkJAD/mWUHACNHjgQA7Ny5s2WLs2LMmDEAgG3btlkcS0lJwbVr1zBw4ECzesPDw+Hr64s7d+4gMzPTop/p1mJTkNjaTGPavXu3xXuVu3fv4ujRo+jQoQOGDRtmj/Ie+prv2bMHFRUVGDFiBBQKhUWflh6Tm5sbnn/+eQDAv/71L4vjpprHjRvXrOsQtTUMCImI6JFUWloqBYJpaWmNCgQff/xxDBw4EN27d4ePjw9vHyYiokfKSy+9BABISEjAN998Y3bs5MmTWLlyJQAgOjpaap84cSLUajU2b96MZcuWWfy8FUURiYmJSExMtHm9UVFR6NmzJ1JTU6XagOr3Au+88w4A4L333jPr4+zsjHnz5kEURbzzzjsoKSmRjsXFxSE2NhaCIOCtt94y6xcfHw9BEMzCxpYQGhqKYcOGIS8vDwsWLJDa9Xo9ZsyYAZ1Oh1mzZlm8R1myZAkEQbC6uYstTZ8+HZ6enti1axd27Nghtefl5eH9998HYPmat+aY5s2bBwD45JNPcPnyZan9xIkTWLduHby9vfHmm282+PmI2gPeYkxERO2eKIoW6wdVVlZaLIRek6urK1QqFZRKJVQqFVxcXFq6TCIiojZhyJAh+Otf/4rly5djxowZ+Mc//gG1Wo3bt2/jxIkTMBqN+POf/4wRI0ZIfZydnfHvf/8bL774IhYtWoTVq1dj0KBB8Pf3R0FBAc6ePYu8vDysXLnS5rPe5HI5Nm3ahBEjRmDevHnYunUrunfvjqNHjyI3NxfR0dGYMmWKRb/58+fjyJEjiIuLQ58+fTB06FAUFBTg5MmTMBgM+PTTTxEaGmrWx7TWYmM/PIyKikJubi4A4Pbt2wCA9evXY//+/QCq1zWuPftyw4YNCAsLw6pVq3D48GGo1WokJSXh2rVrCA8Px4cffmhxnabUl5ubi6ioKOmxaVfpGTNmSBuQjBkzBgsXLpTO8fHxwbfffouYmBhER0cjMjISvr6+iIuLQ3FxMebNm4fIyEiLa7XWmEaMGIHZs2dj1apVGDx4MEaOHImqqiocPHgQoihiw4YN8Pb2bvDzEbUHDAiJiKhdKi8vR35+PjQaDeRyudkaN4DlmkEuLi5QqVTSFwNBIiKiun355ZcIDw/H2rVrcebMGWRmZkKlUmH48OH405/+hNdee82iT3BwMFJSUrB69Wrs2LEDJ0+ehF6vR6dOnfDEE09g/PjxiImJaZF6w8PDkZSUhMWLFyM+Ph6pqano1asX5s+fj9mzZ1vdiEQul+Pnn3/GypUr8f333+OXX36Bi4sLhg8fjrlz52Ls2LEWfVJTUwEAkydPblR9KSkpyM7ONmu7desWbt26BcD6xhym13PRokXYv38/du7cicDAQCxcuBAfffQRXF1dbVJfZWUlTp2y3IjnwoUL0vf9+vWzOD5x4kQkJCTgk08+wcmTJ1FVVQW1Wo2ZM2daDWRbc0wA8PXXX2Pw4MFYvXo1Dh48CBcXF4wYMQILFy5EeHh4o56LqD0QRFG0dw3UAIIgpKvVanV6erq9SyEicjhGoxEymfmqGVqtVlozSCaTYfDgwRZv/nNycuDm5sZAkIjqZDQapX9L+vbta/FvDRFRTePHj0diYiKysrIcbgdco9EIX19fPPXUUzh48KC9y7GJ9jgmerQ19n3HgAEDkJGRkSGK4oDmXpszCImIqM3R6/XSDsMajQaiKGLgwIFm53h4eEAmk8FoNMJoNKK0tNRi1qBpR0UiIiKi5jIYDEhISMCCBQscLhwEqmcpFhcXY+nSpfYuxWba45iI7IUBIRERObyagaBWq0V5ebnFOVVVVWazAAVBQOfOnSGXy6FUKq3ekkJERERkK05OTiguLrZ3GXV68skn0d7uIGyPYyKyFwaERETkcPR6PbRarRQKWgsEa9NqtfDx8TFr69SpU0uVSERERERE1G4wIHRggiB4AzBtnSQ37c5ERNTeNCUQlMvlZpuKcIYgERERERFR0zAgdGxzACw2PSgsLLRjKUREtqXValFUVMRAkIiIiIiIyM4YEDq2rwHEPvj+gK+vb7AdayEisqmSkhLk5eXVedwUCCqVSqhUKigUilasjoiIiIiI6NHBgNCBiaJYDKAYAARB0NW3vTURkSMpKyvDvXv3oNFo4OHhgcDAQLPjKpUKubm50mPTZiKmGYIMBImIiIiIiFoHA0IiImoRZWVluHv3LgDA2hqqHh4e6NChAwNBIiIiIiIiO2NASEREjWYwGKRNRbRaLZydndG7d2+zc1QqlfR9RUUFdDod5HK51CaTyRAUFNRqNRMREREREZF1DAiJiKhepkDQFAqWlZVBFEXpuEwmgyiKEARBanN1dYWfnx/c3NygUqnMwkEiIiIiIiJyHAwIiYjIgtFolMJAa4GgtfPLysrg4eFh1t69e/eWLpWIiIiIiIiaiQEhERE1OhAEACcnJ2n9QJVKBTc3t1aqloiIiIiIiGyJASER0SNKq9Xi/v37DASJiIiIiIgecTJ7F0BERPaRn5+PO3fuoLS01Go46OTkBG9vb3Tr1g39+/dHSEgIevXqBX9/f4aDREREhKSkJMTExKBLly6Qy+Xw9vZGREQENmzYUO8Hj/aQnp6OV155BR07doSbmxsef/xxfP311zAajQ/tl5WVhbfffhs9e/aU1lgOCwvDl19+aZO6SktLsXHjRrz77rt45pln4OrqCkEQsGTJknr75uTkYNq0aejSpQsUCgX69OmDxYsXo6Kiwia1AcDNmzexZs0aTJ06Ff3794dMJoMgCIiPj6+3b2JiIkaPHg0fHx8olUqEhobi+++/f2gfRx8TUXvFGYRERO1UWVkZiouLodFo0KFDB/j7+5sdV6lUuHfvnvTYyckJSqXSbIZgzU1HiIiIiEy2b9+OV199FQaDAUOGDEFERATy8/Nx9OhRHDt2DHFxcdi8ebO9y5ScOHECv//971FeXo7Q0FD06NEDCQkJmDt3Lo4fP46tW7dafd+zb98+REdHo7y8HEOGDMHQoUNRWFiIc+fOYd26dZg/f36za7t8+TImT57c6H5XrlxBWFgYCgoKMHDgQEREROD06dNYunQpDh06hEOHDsHV1bXZ9W3fvh1z585tUr9XX30VRqMRzz33HPz8/HDo0CFMmTIFaWlpWL58eZsbE1F7xhmERETtVFFREXJzc6HValFSUmJxXKVSwcvLy2yGYO/evREQEAB3d3eGg0RERGSVXq/HjBkzYDAYsHnzZpw5cwZbt27F4cOHkZaWBh8fH2zZsgVHjhyxd6kAAJ1Oh0mTJqG8vBxfffUVTp06ha1bt+Ly5csICwvDv/71L3z33XcW/S5evIgJEybAw8MDx44dw+nTp/HDDz/gwIEDuHXrFn788Ueb1KdSqfDmm29i7dq1OHPmDJYuXdqgflOnTkVBQQFmzZqFc+fOYevWrcjMzERUVBQSExPx2Wef2aS+oKAgzJkzB5s3b8alS5fwwgsv1Nvn3r17eOONN2AwGLBt2zbEx8dj27ZtuHjxInr37o0VK1ZYna3nyGMiau8YEBIRtUFGoxEajQa3b99GZmYmcnJyLM5RqVTS91qt1uJWH1dXVwaCRERE1GgXL15EXl4e+vbti9dff93sWP/+/fHHP/4RQPUtyC0hKysLgiBg6tSpDTp/586duH79OkJCQsxmjSmVSqxevRoAsGLFCot+8+bNQ0VFBWJjYxEeHm52TCaT4amnnmr6IGro1asX1q9fj7feegtDhgyBXC6vt89vv/2GxMRE+Pv744svvpDanZ2d8c0330Aul+Pvf/879Hp9s+sbP348Vq5ciddffx3BwcENes+4fv16lJSU4KWXXsKECROk9oCAAKne2q+5o4+JqL1jQEhE1AaIogiNRoPc3FxcunQJZ8+exaVLlx46Q1CpVMLLywtdu3blGx8iIiKymYbe4unr62vRdu/ePXz44YdQq9Vwc3ODl5cXnn/+eezZs8fWZUr27t0LAIiOjrY4NmTIEAQFBeH8+fPIysqS2m/evIlffvkFQUFBGD16dIvV1lSmMY0bN87iv0dAQAAiIiJQVFSEY8eO2aO8h77mY8aMgUKhQFxcnNm6go4+JqL2jgEhEZEDEkURWq3WIhC8ffs2NBqNxWzA8vJyi09TZTIZevfujU6dOsHDw6M1yyciIqJ2LCgoCL169UJmZia2bNliduzChQvYtGkTOnTogKioKLNjly5dwuDBg/H555+jvLwcL774Ip566imcOnUK48aNs7omnS2kpqYCqA4DrTG1p6WlSW3x8fEwGo0IDw+HXq/HTz/9hNmzZ2PmzJlYu3YtioqKWqTWhmrKmFrTw+pzcXHBwIEDUVFRgUuXLjWoT812e42JqL3jJiVERA5AFEWUlpZCo9FAo9GgtLS03h31ZDKZ2aYiTk5OrVQtERERmYiiiKry5t/y2Npc3JybfHeBk5MTvvvuO4wdOxaTJk3CihUrEBwcjLy8PBw9ehRqtRqxsbHw8fGR+hgMBkRHR+PmzZv44osv8N5770Emq56vcuXKFbzwwgv44IMPMGrUKAwcONAmYzS5ceMGAKBbt25Wj5vas7OzpbaMjAwA1XdkRERE4OTJk2Z9Pv74Y2zbtg2/+93vbFprQzVlTK2lpKQE9+/fN6ujtm7duuH06dPIzs7GoEGDADj2mIgeBQwIiYjspLS0FCUlJdBqtdBqtY0OBLluIBERkf1Vleuxft5Re5fRaNO/ioCre/1r3dVl2LBh+PXXXxEVFYXk5GQkJycDqJ4dNnLkSAQFBZmdv3v3bpw7dw4TJ0602PnXtGnFhAkT8M9//hOrVq1qcl3WaLVaAIC7u7vV46Y7LTQajdRmmiG4fv16KJVKbNmyBaNGjUJ+fj6WLVuGTZs2ISoqCunp6ejatatN622IpoyptZhqAxpXnyOPiehRwICQiMhObty4gbKysjqPmwJBUyjo4eHBQJCIiIgcwg8//IBp06Zh6NCh+OGHHzBgwADcvn0by5cvx4oVK3DkyBEcP35cWkvuwIEDAGC2YUVNERERAKo3qqjp888/x8WLF83aTEHSsWPHrG5UMn36dDz77LPNGp/pg1u9Xo9169YhJiYGANChQwds3LgRmZmZSEpKwpo1a/Dpp58261pERI6AASERUQspKytDSUkJNBoNAgIC4OnpaXZcpVKZBYQymQweHh7SDEEGgkREROSILl++jClTpsDf3x979uyBUqkEAAQHB2PdunW4ffs29uzZg2+//RZ/+ctfAEDaAGTSpEmYNGlSnc9dUFBg9nj//v349ddfrZ579epVXL161aI9MjLSLCBUKpUoKiqq84PZ0tJSANXvzWr2Mf35yiuvWPSZNm0akpKS6qytpZnqa8yYWoupNqC6vtrvgYGHv+aOOCaiRwEDQiKiFnLnzh3p9hQ3NzeLN0eenp4oKytjIEhERNSGubg5Y/pXEfYuo9Fc3Jr+q+CPP/4InU6HUaNGmYVBJjExMdizZw8SEhKkgNA0I2/UqFEICAio87n9/PzMHsfHx1uck5WVhZ49e2LKlCmIjY2tt97AwEAUFRUhJydHWu+uppycHABA9+7dpTbT94GBgVbfn/Xo0QMAkJeXV+/1W0JgYCBSUlKk2muzNqbW4unpCS8vL9y/fx85OTlQq9UW51irz5HHRPQoYEBIRNQEoiiirKxM2lSkQ4cOFm9oVSqVFBBaWyvF09PT6ieqRERE1HYIgtCstfzaIlNQ4+XlZfW4qb3mTr+mDSamT5+OiRMntnCF5kJCQpCamork5GSMHj3a4rhp/cSa4eETTzwBAHXuVnzv3j0AsBqQtoaQkBDs2rVLqr02a2NqTSEhIUhISEBycrJFQKjT6XD+/HkoFAr06dPHrI8jj4movZPZuwAiorbAtMvw3bt3ceXKFaSmpuLixYu4deuW2U5tNZlmBnbu3LnO3diIiIiI2ppOnToBAE6fPm31eFJSEoD/zLIDgJEjRwIAdu7c2bLFWTFmzBgAwLZt2yyOpaSk4Nq1axg4cKBZveHh4fD19cWdO3eQmZlp0c90a7EpSGxtpjHt3r0blZWVZsfu3r2Lo0ePokOHDhg2bJg9ynvoa75nzx5UVFRgxIgRUCgUFn0cdUxE7R0DQiIiK0wzBGsHgjk5Obh//z4MBoPZ+TV3azMxfSrapUsXrpVCRERE7cZLL70EAEhISMA333xjduzkyZNYuXIlACA6OlpqnzhxItRqNTZv3oxly5ZZBECiKCIxMRGJiYk2rzcqKgo9e/ZEamqqVBtQvabdO++8AwB47733zPo4Oztj3rx5EEUR77zzDkpKSqRjcXFxiI2NhSAIeOutt8z6xcfHQxAEs7CxJYSGhmLYsGHIy8vDggULpHa9Xo8ZM2ZAp9Nh1qxZkMvNZ7cuWbIEgiBY3dzFlqZPnw5PT0/s2rULO3bskNrz8vLw/vvvA7B8zR19TETtHW8xJiJC9ZvS8vJy6ZZhrVZrEQLWJgiC2aYioihyDUEiIiJq94YMGYK//vWvWL58OWbMmIF//OMfUKvVuH37Nk6cOAGj0Yg///nPGDFihNTH2dkZ//73v/Hiiy9i0aJFWL16NQYNGgR/f38UFBTg7NmzyMvLw8qVK20+Q0wul2PTpk0YMWIE5s2bh61bt6J79+44evQocnNzER0djSlTplj0mz9/Po4cOYK4uDj06dMHQ4cORUFBAU6ePAmDwYBPP/0UoaGhZn1May3WDrHqExUVhdzcXADA7du3AQDr16/H/v37AQCdO3e2mH25YcMGhIWFYdWqVTh8+DDUajWSkpJw7do1hIeH48MPP7S4TlPqy83NRVRUlPTYtKv0jBkzpOVyxowZg4ULF0rn+Pj44Ntvv0VMTAyio6MRGRkJX19fxMXFobi4GPPmzUNkZKTFtRx5TETtHQNCInpkmdYQ1Gq10Gg0jQ4EPTw8IJNxIjYRERE9er788kuEh4dj7dq1OHPmDDIzM6FSqTB8+HD86U9/wmuvvWbRJzg4GCkpKVi9ejV27NiBkydPQq/Xo1OnTnjiiScwfvx4xMTEtEi94eHhSEpKwuLFixEfH4/U1FT06tUL8+fPx+zZs61+yCuXy/Hzzz9j5cqV+P777/HLL7/AxcUFw4cPx9y5czF27FiLPqmpqQCAyZMnN6q+lJQUZGdnm7XdunULt27dAmB9Yw7T67lo0SLs378fO3fuRGBgIBYuXIiPPvoIrq6uNqmvsrISp06dsmi/cOGC9H2/fv0sjk+cOBEJCQn45JNPcPLkSVRVVUGtVmPmzJlWA9m2MCai9kwQRdHeNVADCIKQrlar1enp6fYuhahdEEURqampDw0FTYGgUqmESqWCUqlkIEhE9IgxGo3S+mN9+/blzwEieqjx48cjMTERWVlZDrfEjNFohK+vL5566ikcPHjQ3uXYRHscEz3aGvu+Y8CAAcjIyMgQRXFAc6/NGYRE1G7VvGW4a9euZosgC4IAlUqF4uJiszZ3d3dphiADQSIiIiJqKIPBgISEBCxYsMDhwkGgepZicXExli5dau9SbKY9jonIXhgQElG7df36dZSXlwMAPD09zQJCoHqXYZ1Ox0CQiIiIiJrNycnJ7MNnR/Pkk0+ivd1B2B7HRGQvDAiJqM0yzRDUarXo2LGjxSe1KpVKCgg1Gg06duxodtzf3x/+/v6tVi8RERERERGRI2JASERtRkVFhXTLsEajgV6vl465urpaBISenp7QarVQqVTw8vJq7XKJiIiIiIiI2gQGhC1AEAQ5gAUA3gDQFUAugHWiKH5m18KI2piHBYK1aTQaizYvLy8Gg0RERERERET1YEDYMjYCGAbg/wNwBUBPAAF2rYioDagZCGq1Wuh0unr71NxUhIiIiIiIiIgajwGhjQmCMAbABACDRFG8+KA53n4VETkuUyCo1Wqh0WgaHQgqlUo4OTm1QqVERERERERE7RcDQtubCuBwjXCQiKzQ6/VIT0+v9zx3d3colUopFGQgSERERERERGRbbTYgFAThSQAjAYQ++OoKAKIoCvX0cwPwIYA/AAgEcA/AfgALRVG8ZYPSQgH8P0EQ1gCYDEAE8P8AzBRFscgGz0/UZlRWVkq3DHfv3h0ymUw65uzsDIVCgYqKCrM+bm5uZjMEnZ3b7D9TRERERERERG1CW/7NeyGAlxrTQRAEBYDDAIaieuOQXQB6AJgGYKwgCENFUbzWzLo6oXoW4VkA0QD8AKwAsAHAy818bqI2QxRFZGRkwGg0AgD8/Pws1glUqVQQBIGBIBEREREREZEdteXfxE8ASAOQ9OArC4BrPX3+B9Xh4AkAL4iiqAUAQRDmoTrE+xZApOlkQRC8UR34PUyZKIo3ajyWARAAvCyKYuGD56kA8C9BEIJFUbzckMERtQWmGYJarRadO3eGq+t//hc0BX/3798HUL3LcO2AMDAwsFXrJSIiIiIiIiJLbTYgFEXxbzUfC8JD7yyGIAguAGY+ePiOKRx88FxfCYIwBcBwQRCeFEXxzINDfwDwTT2l/IoaoSKAIgBXTeHgA/EP/uwPgAEhtVlVVVXSLcMajQZVVVXSMaVSaRYQAtUzBCsrK7nLMBEREREREZEDa7MBYRMMA+CF6vAuxcrxbQAGARgH4AwAiKK4FsDaRl7nAuqeyWhs5HMR2dXDAsHaNBoN/Pz8zNoCAgIQEBDQ0mUSERERERERUTPI6j+l3Qh58GdyHcdN7YOaeZ2fATwuCELNpOR5VG9Wcr6+zoIgpFv7AtCrmXUR1auqqgqFhYXIysrCuXPncO7cOWRlZaGwsLDOcFChUKBjx47w8fFp5WqJiIiIyF7OnDmDzz//HBMmTEC3bt0gCEK9d3U1RFZWFt5++2307NkTrq6u8PPzQ1hYGL788ksbVG1bOTk5mDZtGrp06QKFQoE+ffpg8eLFFpvwAUB8fLz0Gj3sa+nSpc2uq7S0FBs3bsS7776LZ555Bq6urhAEAUuWLLHpmJrq5s2bWLNmDaZOnYr+/ftDJpNBEATEx8fX2zcxMRGjR4+Gj48PlEolQkND8f333z+0T2uMySQ2NhahoaFQKpXw8fHB6NGjcfz4cZtfh6glPEozCE2LneXUcdzU3r2Z11kHYBaAXYIgfIbqTUq+ALBJFMWsZj43kU2ZZtE8LMoAACAASURBVAhqtVpoNBpUVlbW20ehUEgbiqhUKsjl8laolIiIiIgcybJly7Br1y6bPue+ffsQHR2N8vJyDBkyBEOHDkVhYSHOnTuHdevWYf78+Ta9XnNcuXIFYWFhKCgowMCBAxEREYHTp09j6dKlOHToEA4dOmS2/E6nTp0wZcoUq89lMBiwadMmAEBERESza7t8+TImT57c6H6NHVNTbd++HXPnzm1Sv1dffRVGoxHPPfcc/Pz8cOjQIUyZMgVpaWlYvny53cYEAHPmzMGqVavg5uaGF154ARUVFTh48CAOHDiAbdu24eWXuWcpObZHKSBUPvizrI7jpQ/+bNZCaaIoFguC8DyA1QB+enC9nwD8tYH9B1hrfzCLUN2c2ohqKi0txcWLF+s9z9XVVVpDkIEgEREREQFAWFgYBg0ahKeffhpPP/00evTo0aAPm+ty8eJFTJgwASqVCgcPHkR4eLh0zGg0Ijm5rhvB7GPq1KkoKCjArFmzsGrVKgCAXq9HTEwMdu7cic8++8xsxl6/fv0QGxtr9bn27duHTZs24bHHHkNkZGSza1OpVHjzzTel/zZ79+7FokWLbD6mpgoKCsKcOXOk+mbOnIkDBw48tM+9e/fwxhtvwGAwYPv27ZgwYQIA4O7du3j22WexYsUKjB071uL1a60xxcXFYdWqVfD19cWJEycQHBwMADhx4gQiIyMxbdo0REZGwtvbu9nXImoxoii2iy8AFdXDqfP4/6L6Nt9P6jje+8HxS/YeSx31pavVapGoMaqqqsTCwkLx5s2bFseMRqOYnJwsnj592uzr3LlzYlZWllhYWChWVVXZoWoiIiLHYTAYxIyMDDEjI0M0GAz2LofIYbm6uooPfh9rkv/6r/8SAYh79+61YVUNB0AcPnx4g849deqUCED09/cXKyoqzI7duXNHlMvlYocOHUSdTteg53v99ddFAOIHH3zQ2LIb5LPPPhMBiIsXL67zHFuPqTFefPFFEYB45MiROs/529/+JgIQX3rpJYtjO3bsEAGIY8eONWtvzTGZ/v6uXLnS4tisWbNEAOLy5cubfR1q/xr7vkOtVosA0kUb5E6P0hqEpl2L3es47vHgT00r1ELU4nQ6HdLS0nD9+nXcvXvXYg1BQRCknYf9/PzQs2dPPP744xg4cCC6d+8OHx8fzhYkIiIiohZ38+ZN/PLLLwgKCsLo0aMb1besrAyfffYZnnjiCSiVSiiVSgwdOhTfffddC1UL7N27FwAwbtw4i9tTAwICEBERgaKiIhw7dqze5yotLZVu1f7v//5v2xfbQLYcU0sw1RcdHW1xbMyYMVAoFIiLizNbV7C1xlReXo7Dhw/XWZ+pbffu3c26DlFLe5QCwhsP/uxWx3FTe3Yr1EJkEzqdDvfu3cONGzdgNJpvki2Xy81+EGo0ltl3r169zAJBFxeXFq+ZiIiIiKim+Ph4GI1GhIeHQ6/X46effsLs2bMxc+ZMrF27FkVFRVb75eXlISwsDB999BHu3LmD4cOH47nnnsPFixcxdepUvPvuuy1Sb2pqKgBgyJAhVo+b2tPS0up9rh07dqC0tBRPPPEE1Gr7rShlyzG1hIfV5+LigoEDB6KiogKXLl1qUJ+a7c0dU2ZmJiorK9GxY0d062YZN9j7tSNqqEdpDcLUB39a/9fhP+0O83+tIAjeAEyLFMhrB0D06NHpdNKGIhqNxuwTsg4dOkClMl9CU6VSQRRFqFQqq4vvymSP0mcERERERLYniiIqy0rrP9HBuLp72GTXYVvIyMgAACiVSkRERODkyZNmxz/++GNs27YNv/vd78zap02bhrS0NMyePRt/+9vfpPe7d+/exdixY7F69WqMGTMGo0aNsmm9N25Uzz2xFgbVbM/Orn/uiWlzEnvOHgRsOyZbKykpwf37983qqK1bt244ffo0srOzMWjQIACtN6b6ruPh4QFvb28UFRVBo9FY/M5G5CgepYAwEcB9AL0EQRgsiuLZWsdNc4Edad7vHACLTQ8KCwvtWArZg16vl8LA2oFgbVqt1uKHTWBgoMO88SMiIiJqjyrLSvGPN/5g7zIa7Z1vf4TCQ1n/ia3ANENw/fr1UCqV2LJlC0aNGoX8/HwsW7YMmzZtQlRUFNLT09G1a1cAwNmzZ/Hzzz/j6aefxldffWX2wXdAQAD+93//F0OGDME333xj84BQq61evcrd3frqVR4e1atXWbuDp6bc3FwcOnQITk5OeO2112xaY2PZakwtwVQb0Lj6WmtM9V3HdK3i4mIGhOTQHpmAUBTFKkEQVgP4GMA/BEF4QRTFUgAQBGEegEEAfhVF8Yw966zlawCxD74/4OvrG2zHWqgV1AwEtVotysvL6+3j4uIClUol/YCrieEgERERETk6051Ser0e69atQ0xMDIDqO2Q2btyIzMxMJCUlYc2aNfj0008BQNr19uWXX7Z6V4xpTcLffvvNrH39+vV1rjlnujW5tpdffhkvv/xyk8dXlx9++AEGgwGjRo1Cp06dbP78RESN0WYDQkEQxgBYWKPJ5UF7zfnoy0RR3Fvj8ScARgAIB3BZEISjALoDeAZAPoA3WrToRhJFsRhAMQAIgqDj7aDtj16vN7tluDGBoFKprPPWYSIiIiKitkKpVEp/vvLKKxbHp02bhqSkJPz6669SW1ZWFoDq248//vjjOp+79h04x44dq3MDk7t371o91qNHD7OA0FRvWVmZ1ecpLa2+5by+mWKOcnsxYLsxtQRTbUB1fZ6enhbnWKuvtcZU33VseS2iltRmA0IAHVEd7NX2TK1zJKIoVgiC8DsAHwJ4HcDLAO6hepbeQlEUc1qmVCJLxcXFuHr1ar3nyeVyqFQq6YuBIBEREZHjcHX3wDvf/mjvMhrN1d3y7hN76d69O4C6l8fp0aMHgOpNSUxMsw6fffZZ9OrVq8HXio2NRWxsrEW7IAgYPnw44uPj632OwMBApKSkICfH+q+PpnbTuKy5cOECUlJSoFQqW2R2YmPZYkwtxdPTE15eXrh//z5ycnKsbuZirb7WGlNgYKDZ89VWWlqK4uJiq2vGEzmSNhsQiqIYi//cftuYfuUAFj34ImpRphmCOp0OHTua5dV1rlHBQJCIiIio7RAEwWHW8murnnjiCQCoc7fie/fuATCfSWbaEOLll1/Ge++918IVmgsJCcGuXbuQnJxs9bip3bRZhjUbN24EAEyYMOGha9e1FluMqSWFhIQgISEBycnJFgGhTqfD+fPnoVAo0KdPH7M+rTGmvn37wtXVFfn5+bh165a0Tqatr0PU0njPqgMTBMFbEIQegiD0AHcxbnNKS0uRmpqKq1evIicnB6Iomh13cXGBi4sL5HI5fHx80L17dwwYMACDBg1Cz5494efnx3CQiIiIiNq98PBw+Pr64s6dO8jMzLQ4brq12BQkAsDIkSMBADt37mydImsYM2YMAGD37t2orKw0O3b37l0cPXoUHTp0wLBhw6z2F0URW7ZsAeAYtxcDzR9TSzPVt23bNotje/bsQUVFBUaMGAGFQmHRp6XH5Obmhueffx4A8K9//cviuKnmcePGNes6RC2NAaFjmwPg+oOvYO5i7HgMBgOKi4uRm5trcczNzU26RcJoNErrTtTUv39/s0Cw5g80IiIiIqL2ZPXq1ejXrx8+/PBDs3ZnZ2fMmzcPoijinXfeQUlJiXQsLi4OsbGxEAQBb731ltT+zDPPYOTIkUhMTLToY5Kamor9+/fbfByhoaEYNmwY8vLysGDBAqldr9djxowZ0Ol0mDVrFuRyudX+R48eRXZ2Nrp27SoFS3WJj4+HIAjSbdYtpaljWrJkCQRBsLq5iy1Nnz4dnp6e2LVrF3bs2CG15+Xl4f333wcAi5mkrTmmefPmAQA++eQTXL58WWo/ceIE1q1bB29vb7z55psNfj4ie2iztxg/IriLsYMxGAxmm4rUXIjWz8/P7IeLTCaDUqlERUUFlEql1d3VnJ35vyARERERtT179+7FsmXLpMdVVVUAgKFDh0ptCxculGZxAUBBQQEyMzOtfrg+f/58HDlyBHFxcejTpw+GDh2KgoICnDx5EgaDAZ9++ilCQ0PN+mzatAmjRo3CmjVrsGXLFgwePBhdunTB/fv3kZaWhps3b2L27NkYNWqUrYePDRs2ICwsDKtWrcLhw4ehVquRlJSEa9euITw83CIErV03ALz++utWf0eoyXQXWV1hY12ioqKk1/n27dsAqndwNgWmnTt3tph92ZQxNaW+3NxcREVFSY8vXrwIAJgxY4a0AcmYMWOwcOF/9iT18fHBt99+i5iYGERHRyMyMhK+vr6Ii4tDcXEx5s2bh8jISItrtdaYRowYgdmzZ2PVqlUYPHgwRo4ciaqqKhw8eBCiKGLDhg3w9vZu8PMR2QPTCQfGXYzt72GBYG0ajQY+Pj5mbb169YKTk1NLl0lERERE1Kry8/Nx6tQpi/aabfn5+Q1+Prlcjp9//hkrV67E999/j19++QUuLi4YPnw45s6di7Fjx1r08ff3x/Hjx/HPf/4TP/74I1JSUnD8+HEEBAQgKCgIs2bNwh/+8IemDbAewcHBSElJwaJFi7B//37s3LkTgYGBWLhwIT766KM6lwqqrKyUbjn94x//WO91UlNTAQCTJ09uVH0pKSnIzs42a7t16xZu3boFwPrGHE0ZU1Pqq6ystPp358KFC9L3/fr1szg+ceJEJCQk4JNPPsHJkydRVVUFtVqNmTNnYsqUKVav1VpjAoCvv/4agwcPxurVq3Hw4EG4uLhgxIgRWLhwIcLDwxv1XET2INReF40ckyAI6Wq1Wp2enm7vUtq1xgSCJs7OzlCpVOjYsSN3pSIiImpnjEajtCZa3759653tQ0RkS+PHj0diYiKysrIc7ncNo9EIX19fPPXUUzh48KC9y7GJ9jgmalsa+75jwIAByMjIyBBFcUBzr80ZhPRIMwWCplCwrKzMYjOR2kyBoFKphEqlgpubWytVS0REREREjwqDwYCEhAQsWLDA4cJBoHqWYnFxMZYuXWrvUmymPY6JqKEYENIjKz8/Hzdv3mxQIGgKAxkIEhERERFRa3ByckJxcbG9y6jTk08+We/vUm1NexwTUUMxIKR2zWg0QqvVwmg0WiwK6+rqavUffycnJykMZCBIRERERERERO0dA0IHJgiCNwBTqiU37aZEDVNcXIxr165BFEUoFAqLgFCpVEIQBMhkMikMVCqVcHd3t1PFREREREREREStjwGhY5sDYLHpQWFhoR1LcUxGoxGlpaWoqqqCr6+v2TE3NzdphmBFRQX0ej2cnf/zV14mk0GtVsPV1RWCILRq3UREREREREREjoIBoWP7GkDsg+8P+Pr6BtuxFodgCgRNuwyXlpZCFEU4OTnBx8fHLOhzdXWFXC6H0WiEUqm0CAgBQKFQtPYQiIiIiIiIiIgcCgNCByaKYjGAYgAQBEFX3/bW7VFdgWBtBoMBZWVl8PDwMGvv168f5HI5ZwgSEREREREREdWBASE5lJqBoFarhVarrXcXKdMagta4uLi0RJlERERERERERO0GA0KyK1MgqNVqpVCwIYGgUqmUNhZxd3fnDEEiIiIiIiIioiZiQEh2k5ubi9zcXAaCRERERERERER2xICQWpQoiigtLYUgCBbrAzo7O1sNBxkIEhERERERERG1HgaE1GLy8/ORk5MDo9EIb29v9OrVy+y4ad3AmoGgUqmEh4cHA0EiIiIiIiIiolbCgNCBCYLgDcD7wUO50Wi0ZzlWmWYIGo1GeHp6mh1zcXGBqWaNRmPRV6FQoF+/fpwhSERERERERERkRwwIHdscAItNDwoLC+1YSjVTIKjRaKDRaKRw0M3NDWq12uxcpVIJQRCk24v1ej2cnc3/ytW+7ZiIiIiIiIiIiFqXzN4F0EN9DaDng6/Lvr6+rV6AKIrQarXIzc3FpUuXcPbsWWRmZuL27dvQaDTSDMHy8nLo9Xqzvk5OTujXrx8GDx6M4OBgi3CQiIiIiIjapjNnzuDzzz/HhAkT0K1bN2liQHNlZWXh7bffRs+ePeHq6go/Pz+EhYXhyy+/tEHVtpWTk4Np06ahS5cuUCgU6NOnDxYvXoyKigqLc+Pj46XX6GFfS5cubXZdpaWl2LhxI959910888wzcHV1hSAIWLJkiU3H1FQ3b97EmjVrMHXqVPTv3x8ymQyCICA+Pr7evomJiRg9ejR8fHygVCoRGhqK77///qF9HH1MRI6CiY0DE0WxGEAxAAiCoJPJWj7PrWuG4MOY1hC0NkPQ3d29JcslIiIiIiI7WLZsGXbt2mXT59y3bx+io6NRXl6OIUOGYOjQoSgsLMS5c+ewbt06zJ8/36bXa44rV64gLCwMBQUFGDhwICIiInD69GksXboUhw4dwqFDh+Dq6iqd36lTJ0yZMsXqcxkMBmzatAkAEBER0ezaLl++jMmTJze6X2PH1FTbt2/H3Llzm9Tv1VdfhdFoxHPPPQc/Pz8cOnQIU6ZMQVpaGpYvX97mxkTkSBgQPuKaEwiaNhbhpiJERERERI+WsLAwDBo0CE8//TSefvpp9OjRA5WVlU1+vosXL2LChAlQqVQ4ePAgwsPDpWNGoxHJycm2KNtmpk6dioKCAsyaNQurVq0CAOj1esTExGDnzp347LPPzGbs9evXD7GxsVafa9++fdi0aRMee+wxREZGNrs2lUqFN998U/pvs3fvXixatMjmY2qqoKAgzJkzR6pv5syZOHDgwEP73Lt3D2+88QYMBgO2b9+OCRMmAADu3r2LZ599FitWrMDYsWMtXj9HHhORoxFEUbR3DdQAgiCkq9VqdXp6us2e88aNGygsLGQgSERERFQHo9GIzMxMAEDfvn3RGnd0ELVFCoUClZWVaOrvl6NHj8a+ffuwd+9ejB492sbV1U8QBAwfPrxBt4T+9ttveOaZZ+Dv748bN26YzUC7e/cuHnvsMSiVSuTl5TVomaVJkyZhy5Yt+OCDD/DZZ581ZxhWff755/jwww+xePHiOsMwW4+pMUaNGoVffvn/27v7OKuretHjny+DgMGgNFd8PIh6RS94RTSVBxXyaIeXYIKSp7qV2unWueZDYWVphPlwOvo6ld1rZuUxSq91y1DzISlSxCeSEiFFsTRQFHlSUIcAgXX/2L89bWb2wMyw9+w9sz/v12u/frPX+q3f77u2M7jmO+u31iweeuihVhOk1113HZdeeilnnHEGd91113Z1d955J2eeeSYTJ07knnvu6TJ9kopp77hj2LBhLF68eHFKadiu3tsRTjeXX0Ow2PoKPXr0KJoc7NGjB/X19ey3334cdthhTWsI7rvvvk0bj0iSJElSKbzyyivMmjWLgw8+uN3JwQ0bNvCNb3yDESNGNE1qGDlyJD/+8Y/LFC3cd999AJx++uktHk/de++9OfHEE3nzzTd59NFHd3qtxsbGpke1P/7xj5c+2DYqZZ/KIR/flClTWtRNmDCBPn36MHv27O1+7632PknVxgRhN/baa681bSqyZs2aFvX9+vUDiicEhwwZYkJQkiRJUtnNmTOHbdu2MXr0aLZs2cLPf/5zLr74Yi644AJuuukm3nzzzaLtVq1axahRo7jssst4/fXXGTt2LCeddBLPP/885557LhdeeGFZ4l24cCEARx99dNH6fPmiRYt2eq2ZM2fS2NjIiBEjGDp0aOmCbKdS9qkcdhRfr169OOKII9i4cSMvvPBCm9oUlleqT1K1cQ3CLi6/hmCPHj1abAjSs2fPphmCb7/9dou29fX1HHbYYT4yLEmSJHVQSom0cWulw2i36FNXNb8DLF68GMhNYDjxxBOZN2/edvWXX345d9xxB+9///u3Kz/vvPNYtGgRF198Mddee23TLLGVK1cyceJEbrjhBiZMmMD48eNLGu/LL78MwAEHHFC0Pl++bNmynV4rvzlJJWcPQmn7VGpvvfUW69ev3y6O5g444AD+8Ic/sGzZMo488kiguvskVSMThF1Ma5uKDBgwgIMPPni7c+vr64HcDMGePXuSUtpuEFBXV9c0i1CSJElS+6WNW3nt609UOox222/6KGL36vh1MD9D8Oabb6Zfv37cfvvtjB8/ntWrV3PVVVdx2223MXnyZJ599ln2339/AJ5++mnuv/9+jj32WL71rW9tt07X3nvvzQ9+8AOOPvpovve975U8QfjOO+8AtJigkde3b1+g+CSNQitWrOB3v/sddXV1fOQjHylpjO1Vqj6VQz42aF981dwnqRpVx/8R1CabN2/m6aefLrpuYLF/1HbffXdnCEqSJEmqavnfb7Zs2cL3v/99zj77bAAGDBjArbfeypIlS5g/fz433ngj11xzDUDTDrGTJk0quoh/fk3CJ598crvym2++udU15/KPJjc3adIkJk2a1OH+teanP/0pW7duZfz48eyzzz4lv74ktYcJwioWEXsCe2Zvd3v33Xdb3VRk9913Z8uWLS12X3KGoCRJkqRqlv+dpV+/fnzoQx9qUX/eeecxf/58Hn744aaypUuXArnHjy+//PJWr918s8ZHH3201Q1MVq5cWbRu8ODB2yUI8/Fu2LCh6HUaGxuBvz/R1ZpqebwYStencij8nXbDhg3079+/xTnF4qvmPknVyARhdfscMD3/Jr/uQo8ePejbty/19fXU19c7Q1CSJEmqkOhTx37TR1U6jHaLPnWVDqHJgQceCMCgQYOK/l4zePBgILcpSV5+4sQJJ5zAIYcc0uZ7zZgxgxkzZrQojwjGjh3LnDlzdnqNQYMGsWDBApYvX160Pl+e71cxzz33HAsWLKBfv35lmZ3YXqXoU7n079+fPfbYg/Xr17N8+fKim7kUi6+a+yRVIxOE1e16YEb29W8aGhoO9ZFhSZIkqXpERNWs5ddVjRgxAqDV3YrfeOMNYPuZZPkNJiZNmsQll1xS5gi3N3z4cO6++26eeuqpovX58vxmGcXceuutAJx55pmtrpHXmUrRp3IaPnw4c+fO5amnnmqRIHz33Xd55pln6NOnD0OGDNmuTTX3Sao2LRdrUNVIKa1LKS1NKS0F3u3duzf9+vUzOShJkiSp2xg9ejQNDQ28/vrrLFmypEV9/tHifCIR4NRTTwXgzjvv7JwgC0yYMAGAe+65h02bNm1Xt3LlSh555BEGDBjAmDFjirZPKXH77bcD1fF4Mex6n8otH98dd9zRou7ee+9l48aNnHLKKfTp06dFm2rtk1RtTBBKkiRJksruhhtu4PDDD+crX/nKduU9e/Zk6tSppJT47Gc/y1tvvdVUN3v2bGbMmEFE8JnPfKap/Pjjj+fUU0/lsccea9Emb+HChTzwwAMl78dxxx3HmDFjWLVqFZdeemlT+ZYtWzj//PN59913ueiii9htt92Ktn/kkUdYtmwZ+++/PyeffPIO7zVnzhwioukx63LpaJ+uuOIKIqLo5i6l9KlPfYr+/ftz9913M3PmzKbyVatW8aUvfQmgxUzSau+TVG2cCy9JkiRJapf77ruPq666qun95s2bARg5cmRT2bRp05pmcQGsWbOGJUuWsGLFihbX++IXv8hDDz3E7NmzGTJkCCNHjmTNmjXMmzePrVu3cs0113Dcccdt1+a2225j/Pjx3Hjjjdx+++0cddRR7Lfffqxfv55FixbxyiuvcPHFFzN+/PhSd58f/ehHjBo1iu985zs8+OCDDB06lPnz5/PSSy8xevToFknQ5nEDfPSjHy26A3Oh/FqLrSUbWzN58uSmz/m1114Dcjs45xOm++67b4vZlx3pU0fiW7FiBZMnT256//zzzwNw/vnnN21AMmHCBKZNm9Z0znvf+15uueUWzj77bKZMmcK4ceNoaGhg9uzZrFu3jqlTpzJu3LgW96rmPknVxgShJEmSJKldVq9eze9///sW5YVlq1evbvP1dtttN+6//36+/e1v85Of/IRZs2bRq1cvxo4dy+c//3kmTpzYos3AgQN5/PHH+eEPf8jPfvYzFixYwOOPP87ee+/NwQcfzEUXXcSHP/zhjnVwJw499FAWLFjA1772NR544AHuvPNOBg0axLRp07jsssvo3bt30XabNm1qekz2Yx/72E7vs3DhQgA+8YlPtCu+BQsWsGzZsu3KXn31VV599VWg+MYcHelTR+LbtGlT0e+d5557runrww8/vEX9WWedxdy5c7n66quZN28emzdvZujQoVxwwQWcc845Re9V7X2SqkmklCodg9ogIp4dOnTo0GeffbbSoUiSJNWMbdu2Na2Jdthhh+10to8kldIHP/hBHnvsMZYuXUp9fX2lw9nOtm3baGho4H3vex+//e1vKx1OSXTHPqlrae+4Y9iwYSxevHhxSmnYrt7bEY4kSZIkSVVm69atzJ07ly984QtVlxyE3CzFdevWceWVV1Y6lJLpjn2S2spHjCVJkiRJqjJ1dXWsW7eu0mG06phjjqG7PZHYHfsktZUzCCVJkiRJkqQaZoJQkiRJkiRJqmE+YlzFImJPYM/s7W757dYlSZIkSZKkUnEGYXX7HPDX7HXo2rVrKxyOJEmSJEmSuhsThNXteuCg7PXnhoaGCocjSZJUWyKi6Wuf5pAkSeVUONYoHIN0BhOEVSyltC6ltDSltBR4t0cP/3NJkiR1poigV69eADQ2NlY4GkmS1J3lxxq9evXq9AShaxBKkiRJO1BfX8/atWtZuXIlAH379sU/3EqSpFLZtm0bjY2NTWON+vr6To/BBKEkSZK0Aw0NDTQ2NrJx40Zee+21SocjSZK6sT59+lCJJeZMEEqSJEk7UFdXx6BBg1i7di1vv/02mzdvrnRIkiSpm+nVqxf19fU0NDRQV1fX6fc3QShJkiTtRF1dHQMHDmTgwIGklEgpVTokSZLUTUREp6852JwJQkmSJKkdqmEQL0mSVEqurixJkiRJkiTVMBOEkiRJPWbzZAAAD8ZJREFUkiRJUg0zQShJkiRJkiTVMBOEkiRJkiRJUg0zQShJkiRJkiTVMBOEkiRJkiRJUg0zQShJkiRJkiTVsEgpVToGtUFEvNW7d+/6Qw45pNKhSJIkSZIkqcJefPFFNm3a9HZKqf+uXssEYRcREa8D7wFeBRqAtcC2Mt+2R5nvlc92vliGa0s7Uu7vbbXkZ57T3T6HrtCfaouxUvF05n07416OIVQp1fZvSi3wM8/pTp9DV+lLNcVZyVi60xiiO44f/gHYkFLaZ1cvZIKwi4mIwcBfgYNSSku78r0i4lmAlNKwUl9b2pHO/DlSjp95Tnf7HLpCf6otxkrF053GD9k9HEOoIqrt35Ra4Gee050+h67Sl2qKs5KxdKcxhOOHHXMNQkmSJEmSJKmGmSCUJEmSJEmSapgJwq5nHfD17Nid7iV1Jr+3O5+feU53+xy6Qn+qLcZKxeP4QSoNv787n595Tnf6HLpKX6opzkrG4hiiRrgGoSrG5/8lSVJHOIaQJEnt5fhhx5xBKEmSJEmSJNUwZxBKkiRJkiRJNcwZhJIkSZIkSVINM0EoSZIkSZIk1TAThJIkSZIkSVINM0EoSZIkSZIk1TAThJIkSZIkSVINM0EoSZIkSZIk1TAThJIkSZIkSVINM0GoLi8izo6I+yJiRUSsj4i5EXFCpeOSJEnVKyLeFxE/iYi/RESKiKsrHZMkSaoOEXFURDwSEX+LiL9GxAWVjqncTBCqO/gcsAb4LPAh4FXgdxExvKJRSZKkajYGGAk8CqyvcCySJKlKRMRewG+Bt4CJwI3A9RHx8YoGVmaRUqp0DNIuiYiGlNLagvc9gD8Bj6WUPl25yCRJUrWKiB4ppW3Z10uB21JKX61sVJIkqdIiYhpwITA4pbQhK7sROCWlNKSiwZWRMwjV5RUmB7P324BngIMqE5EkSap2+eSgJElSM/8E3J9PDmZ+ARwaEQdXKKayM0GoNouIYyLiyxExMyKWZ+v17HQKakTsHhFXRsQLEbExIl6LiFsiYv8yxVkHHAv8pRzXlyRJbddVxg+SJKn6ddK4YgjwfLOy/PvDdrUP1apnpQNQlzINOKM9DSKiD/AguTV+VgB3A4OB84CJETEypfRSieO8ABhEbp0ASZJUWV1l/CBJkqpfZ4wrBgDrml3mzYK6bskEodrjCWARMD97LQV676TNV8n9ED4BfCCl9A5AREwFvgncAozLnxwRewL77OSaG1JKLxeriIjjgX8Hrk4p/Wkn15EkSeVX9eMHSZLUZZR9XFGr3KREHRYRG4HeKaVopb4XsArYAzg6pbSgWf1C4EjgfSmlP2Zl/wp8bye3fjilNK7I/QYD84C5wD8nv7klSao61TZ+yNovxU1KJEnqcso0rlgFfDOldG3BefuQm314Wkrp12XpTIW5BqHKaQy5H8IXm/8QZu7IjqfnC1JKN6WUYievcc0vlM0cuI/cXw/OMTkoSVKX1WnjB0mS1O21e1wBvAAc3uy8/PslpQ2vepggVDkNz45PtVKfLz9yV26S/UVgJvAe4IyU0t925XqSJKmiOmX8IEmSakJHxhWzgNMiYveCsinAn7vzGsiuQahyGpQdl7dSny8/cBfvcyMwFvifwEERcVBWvqmVvxBIkqTq1Snjh4jYi9z4AXJ/ZDw8IqYAjd310SFJkmpQR8YVNwEXAT+PiOuBEcBngE+WJcIqYYJQ5dQvO25opb4xO9bv4n1OITcb9j+blS8jtzORJEnqOjpr/DAM+EXB+7Oyl+MHSZK6j3aPK1JKqyPiVOAGckuZrQSmppRuLVuUVcAEobq8lNLgSscgSZK6lpTSHKDoguaSJKm2pZSeBk6odBydyTUIVU7vZMf3tFLfNzu+3QmxSJKkrsHxgyRJKhXHFW1kglDl9HJ2PKCV+nz5sk6IRZIkdQ2OHyRJUqk4rmgjE4Qqp4XZ8ehW6vPlizohFkmS1DU4fpAkSaXiuKKNTBCqnB4D1gOHRMRRReqnZMd7Oi8kSZJU5Rw/SJKkUnFc0UYmCFU2KaXN5Hb9AfhuROSf7ScipgJHAg+nlP5YifgkSVL1cfwgSZJKxXFF20VKqdIxqIuIiAnAtIKi48jt/vf7grKrUkr3FbTpA8wBjgdWAI8AB2bvVwMjU0ovlTdySZJUKY4fJElSqTiuKJ+elQ5AXcpe5H6Amju+2TlNUkobI+L9wFeAjwKTgDeAGcC0lNLy8oQqSZKqhOMHSZJUKo4rysQZhJIkSZIkSVINcw1CSZIkSZIkqYaZIJQkSZIkSZJqmAlCSZIkSZIkqYaZIJQkSZIkSZJqmAlCSZIkSZIkqYaZIJQkSZIkSZJqmAlCSZIkSZIkqYaZIJQkSZIkSZJqmAlCSZIkSZIkqYaZIJQkSZIkSZJqmAlCSZIkSZIkqYaZIJQkSZIkSZJqmAlCSZIkSZIkqYaZIJQkSapCEXFMRHw5ImZGxPKISBGR2tj23Ih4MiLeiYg3IuL+iBi9kzZjsvPeyNo9GRGf6GDsc/LxRsS4Vs4ZmdXPaVY+rqDtnGJts/Me2NH1i5w/uOC6+dfWrL8PZ59ZtL2XlRURM4r1v+CzH1yRwCRJUpfUs9IBSJIkqahpwBntbRQR1wMXA38DfgP0AU4FPhARU1JKdxVpcxbw/8j98XgusAb4R+DHEXFkSukLHe4FfB0Y28G2YyPi5JTSg7tw/+YagTuyr3cDDgVOyl7jgHNLeC9JkqQuwRmEkiRJ1ekJ4Crgg8C+wKadNYiIU8glB9cCw1NKk1JK48klv7YCP4qIPZu1eS9wC1AHTEkpjUspTQEOB/4CXNLWWXpF/A04KSL+sYNtIZdgLKU1KaVzs9f/SCkdB0zO6s6JiBNKfD9JkqSqZ4JQkiSpCqWUrk0pfS2ldE9K6fU2NpuaHa9OKf254FpPADcBewL/0qzNp4D+wN0ppZkFbVYCX8reXtKRPgDfy44dSfI9ASwEToiIUzt4/zbJZlU+kL39p3LeS5IkqRqZIJQkSeoGImJ34OTs7R1FTsmXnd6sfMIO2twHbAROiYg+HQjrLuBpYExEtDfxloArsq9LPYuwmGez48BilRHxnoj4SkQsyNZofCci5kXEOa1dMCIaIuKaiPhTRDRGxFvZ19dFxL4F5+0ZERdGxKyIWBYRmyJibbbOYlmTo5IkSWCCUJIkqbs4DOgNrE4pLS9S/1R2PLJZ+fBm9U1SSpuBZ8itYzikAzElYHr29RXtbpyb2fcUMCoixnfg/u1Rnx1XNa+IiIHkZjT+G7AP8DC5tRoPB2ZExP8p0ua/kUuOXgb8F2AWMBsI4IvA8QWnjwT+N7nPeAlwZ3b8ADArIj65692TJElqnQlCSZKk7mFQdiyWHCSl1AisAwZERD1ARPQH9thRu4LyAzsSVErpV8AfgZERcVoHLnFFdizbLMKI2I3cpizw90eNC/2IXGL1O8DglNKElNJp5JKyfwAuKExgRkRPckm+A4DrgQNTSmdmryOAI4A/FVx/CTAqpXRQSukDKaUPp5RGA8cA64FvR0S/UvZZkiSpkAlCSZKk7iGfQNqwg3Mas2N+tlxh0qm1ds3bdMQV2bHdSb6U0j3kknDHRcTEXYihhYjYLSKGAj8DDgG+m1J6rNk5RwGnAfOBqSmlps1isnUaP529/V8Fzc4klzx8FvhCNhOzsE/PppReLHj/15TSvObxpZQWAN8lt0bk+zvcUUmSpJ3oWekAJEmS1L2llO6NiPnAsRFxepb0a4/p5NZDvAK4dxfDOTAiUpHyr6aUrilS/oHseFdKaVvzypTSgoh4BziuoPiU7HhzSmlrW4KKiDpysxhHk9u1undWdWizoyRJUsmZIJQkSeoe3smO79nBOX2z49vN2uTbvbWzNhFxOPDlIuf9e0rp+R3cezpwP7kkX7sShCml+yPiSXKzCM9IKd3dnvbNNPL3DVn6AseSe3x6ekQ8mVL6bbPzB2fHayKiWAIxr3ATl3/Iji8WO7G5iDiAXOJz+A5O25UZnJIkSTtkglCSJKl7eDk7HlCsMiL6AnsCb6aU3gZIKb0VEevJrUN4ALC4SNP89ZZlx32AYjv3zgBaTRCmlH4dEfPIrUU4GVixw960NB34NXBFRPyqnW0LrUkpnZt/k83c+zZwIfCTiBiS/3wy+SV5HqWNCb8OuJlccvCXwHXk1iR8O6W0LSI+DXyf3OYmkiRJZWGCUJIkqXtYAmwC9oqI/VNKrzarPzo7LmpWvhA4KavfLkGYbd5xBLAReAEgpTSHjierppPbzXc626/Zt1MppQci4glgFDC5g/cvdt2tETEVOBkYBnweuLLglPwmLXellL7Zxsu+kh0P2dmJWeL2VGAl8M9FHkk+uI33lCRJ6jA3KZEkSeoGUkp/Ax7M3n6oyClTsmPzx3vva1ZfaCK5R2dnp5Q2liDG3wCPk5std1YHLjE9O15BCWfUpZS2AF/N3l7cbMfg/CPH7UlKzs6O/xIROxtv70FuTL6ieXIwS9CWLBkqSZLUGhOEkiRJ3ce3suNXI6JpU4uIGAV8BlgH/GezNjeTW3vwjIg4s6DNQHKPuwK0deZcW+STfOe3t2G2PuCjwH8HTixhTAB3AwuA91IwuzGl9HtyScIxEfHdiOjfvGFEDI+I8QVFM8nNuDwCuC5L9BWePywi8jMDVwHrgSMiYkzBOXXAtcCQUnROkiRpR0wQSpIkVaGImBAR8/IvoFdWPq/gNaGwTUppNvAdoAF4OiLuioj7gbnklpY5L6W0rlmbN4BPAtuAOyLiwYj4BblHlv8r8K3sseKSyGJ8BNi9g5fIJxg72r6olFIiNzMRYGpEFG468jFyycPzgWUR8VBE/N+IuDciXgaeBsYXXGsLuRmSrwOXZG1+GREzI+JPwDPAkQXnXkfuv8/DEfGbiPgZ8BfgX4HvlrKfkiRJxZgglCRJqk57AccXvPKP1BaW7dW8UUrpc8B5wHPk1rYbRe6R15NSSncVu1FK6Zfk1iGcBYwATiOXoDo3pXRJ6brUZPrOTykupfQguYRnyaWUfgX8kdxGLJ8sKF8FjAYuIrdO4whyj2QfCbwEfBH4j2bXeobco9T/QW4H6NPIrXOYyM0MnFdw7r+R2/hlETAGOIXc2pAjgT+UvKOSJEnNRO6PpZIkSZIkSZJqkTMIJUmSJEmSpBpmglCSJEmSJEmqYSYIJUmSJEmSpBpmglCSJEmSJEmqYSYIJUmSJEmSpBpmglCSJEmSJEmqYSYIJUmSJEmSpBpmglCSJEmSJEmqYSYIJUmSJEmSpBpmglCSJEmSJEmqYSYIJUmSJEmSpBpmglCSJEmSJEmqYSYIJUmSJEmSpBpmglCSJEmSJEmqYSYIJUmSJEmSpBpmglCSJEmSJEmqYSYIJUmSJEmSpBr2/wFYYBxJkztftAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1500x1200 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,8), dpi=150)\n",
    "(   \n",
    "    run_105['analysis']\n",
    "    .groupby([\"n_randomers\",\"fp_pcr_steps\",\"wash_buffer\",\"rep\"])\n",
    "    .apply(\n",
    "        lambda grp: plt.loglog(grp.recall.values, grp.prop_retrieved.values, label=\"%g, %d, %d, %d\" % grp.name)\n",
    "    )\n",
    ")\n",
    "plt.legend(title='n_randomers, fp_pcr_steps, wash_buffer, replicate', loc='lower right')\n",
    "plot_baselines(100, 1.6e6)(plt.gca())\n",
    "plt.title(\"Run_105 | encoder_2019_03 | callie_janelle\")\n",
    "plt.xlabel(\"100-NN Recall\")\n",
    "plt.ylabel(\"Proportion Retrieved\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "n_randomers   poly_t  rep\n",
       "0.000000e+00  0       0                (0.0, 0, 0)\n",
       "                      1                (0.0, 0, 1)\n",
       "              1       0                (0.0, 1, 0)\n",
       "                      1                (0.0, 1, 1)\n",
       "1.600000e+07  0       0         (16000000.0, 0, 0)\n",
       "1.600000e+08  0       0        (160000000.0, 0, 0)\n",
       "1.600000e+09  0       0       (1600000000.0, 0, 0)\n",
       "1.600000e+10  0       0      (16000000000.0, 0, 0)\n",
       "dtype: object"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "run_104['run_meta'].groupby([\"n_randomers\",\"poly_t\",\"rep\"]).apply(lambda grp: grp.name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>sequencing_index</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>encoder</th>\n",
       "      <th>QueryID</th>\n",
       "      <th>qt_ratio</th>\n",
       "      <th>dsDNA_conc</th>\n",
       "      <th>n_randomers</th>\n",
       "      <th>poly_t</th>\n",
       "      <th>rep</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">encoder_2019_03</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">callie_janelle</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">0.01</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">50</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0.000000e+00</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">1</th>\n",
       "      <th>0</th>\n",
       "      <td>D6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>E7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.600000e+07</th>\n",
       "      <th>0</th>\n",
       "      <th>0</th>\n",
       "      <td>F8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.600000e+08</th>\n",
       "      <th>0</th>\n",
       "      <th>0</th>\n",
       "      <td>H10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.600000e+09</th>\n",
       "      <th>0</th>\n",
       "      <th>0</th>\n",
       "      <td>B9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.600000e+10</th>\n",
       "      <th>0</th>\n",
       "      <th>0</th>\n",
       "      <td>D1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                           sequencing_index\n",
       "encoder         QueryID        qt_ratio dsDNA_conc n_randomers  poly_t rep                 \n",
       "encoder_2019_03 callie_janelle 0.01     50         0.000000e+00 1      0                 D6\n",
       "                                                                       1                 E7\n",
       "                                                   1.600000e+07 0      0                 F8\n",
       "                                                   1.600000e+08 0      0                H10\n",
       "                                                   1.600000e+09 0      0                 B9\n",
       "                                                   1.600000e+10 0      0                 D1"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.concat([\n",
    "    run_104['run_meta'].drop(index=0, level='poly_t'),\n",
    "    run_104['run_meta'].drop(index=0, level='n_randomers')\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'Proportion Retrieved')"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1500x1200 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,8), dpi=150)\n",
    "(\n",
    "    pd.concat([\n",
    "        run_104['analysis'].drop(index=0, level='poly_t'),\n",
    "        run_104['analysis'].drop(index=0, level='n_randomers')\n",
    "    ])\n",
    "    .groupby([\"n_randomers\",\"rep\"])\n",
    "    .apply(\n",
    "        lambda grp: plt.loglog(grp.recall.values, grp.prop_retrieved.values, label=\"%g, %d\" % grp.name)\n",
    "    )\n",
    ")\n",
    "plt.legend(title='n_randomers, replicate', loc='lower right')\n",
    "plot_baselines(100, 1.6e6)(plt.gca())\n",
    "#plt.title(\"Run_104 | encoder_2019_03 | callie_janelle\")\n",
    "plt.xlabel(\"100-NN Recall\")\n",
    "plt.ylabel(\"Proportion Retrieved\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'Proportion Retrieved')"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(dpi=150)\n",
    "for qt_ratio in [0.01, 0.10, 1.00]:\n",
    "    df = run92['analysis'].xs([0, 'encoder_2019_03', qt_ratio], level=['rep', 'encoder', 'qt_ratio'])\n",
    "    plt.loglog(df.recall.values, df.prop_retrieved.values, label=qt_ratio)\n",
    "    \n",
    "plt.legend(title='qt_ratio', loc='lower right')\n",
    "plot_baselines(100, 1.6e6)(plt.gca())\n",
    "plt.title(\"Run_92 | encoder_2019_03 | callie_janelle\")\n",
    "plt.xlabel(\"100-NN Recall\")\n",
    "plt.ylabel(\"Proportion Retrieved\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'Proportion Retrieved')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(dpi=150)\n",
    "for n_randomers in [0, 1.6e7, 1.6e8, 1.6e9]:\n",
    "    df = run_101['analysis'].xs(0, level='rep').xs(n_randomers, level='n_randomers')\n",
    "    plt.loglog(df.recall.values, df.prop_retrieved.values, label=\"$%g$\"%n_randomers)\n",
    "    \n",
    "plt.legend(title='n_randomers', loc='lower right')\n",
    "plot_baselines(100, 1.6e6)(plt.gca())\n",
    "plt.title(\"Run_101 | encoder_2019_03 | callie_janelle | qt_ratio=0.01 | rep=0\")\n",
    "plt.xlabel(\"100-NN Recall\")\n",
    "plt.ylabel(\"Proportion Retrieved\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'Proportion Retrieved')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(dpi=150)\n",
    "for n_randomers in [0, 1.6e7, 1.6e8, 1.6e9]:\n",
    "    df = run_101['analysis'].xs(1, level='rep').xs(n_randomers, level='n_randomers')\n",
    "    plt.loglog(df.recall.values, df.prop_retrieved.values, label=\"$%g$\"%n_randomers)\n",
    "    \n",
    "plt.legend(title='n_randomers', loc='lower right')\n",
    "plot_baselines(100, 1.6e6)(plt.gca())\n",
    "plt.title(\"Run_101 | encoder_2019_03 | callie_janelle | qt_ratio=0.01 | rep=1\")\n",
    "plt.xlabel(\"100-NN Recall\")\n",
    "plt.ylabel(\"Proportion Retrieved\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.15+"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}